{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Tutorial 3a  - Common aberration analyses"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "nbsphinx-toctree"
    ]
   },
   "source": [
    "### June 2024"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This tutorial demonstrates the various aberration plots and analyses that can be performed in Optiland. Namely, we cover:\n",
    "\n",
    "- Spot diagrams\n",
    "- Ray fans\n",
    "- Y-Ybar plots\n",
    "- Distortion / Grid distortion plots\n",
    "- Field curvature plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from optiland import analysis\n",
    "from optiland.samples.objectives import CookeTriplet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens = CookeTriplet()\n",
    "lens.draw()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spot Diagram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wvHG5mM4YY4wxxoY3DkwxxhhjbMiiLKkVjSugyiomZU3CD6f/UDwqkiKCVVxrijHGGGNseOPAFGOMMcaGLKoltcm7CROzJ6I11or6UL14nJQ9CZvbNnOtKcYYY4yxYY4DU4wxxhgbkigbavGWxaKmVJ49D7qp4/3a98V0ek7T6XXOmmKMMcYYG744MMUYY4yxIYkypWr9tSIAVe2vRlSLIhAPIKpHxXOaTq9T5hRjjDHGGBue1L29A4wxxhhjmUzJnYJFBy7qyIiK63Fsb9yOccXjYFWtYpoiK5icM3kv7yljjDHGGNtVHJhijDHG2JBkU2xYULqg47lhGPA4PcjPz4csc9I3Y4wxxthIwN/qGGOMMcYYY4wxxthewYEpxhhjjDHGGGOMMbZXcGCKMcYYY0OaaZrY4t0iHjM9Z4wxxhhjwxcHphhjjDE2pC1pWIJbltyCpY1LxXN6pOc0nTHGGGOMDW8cmGKMMcbYkEUj8i3eshhV/iq8vOVlJPSEeKTnND01Yh9jjDHGGBuehl1g6t5778WkSZNgt9uxYMECLF2avHvak+eeew4zZswQ88+ePRuvv/56j/NecsklkCQJd9999yDsOWOMMcZ21rLGZajwVKDMVYaN3o14p+Yd8UjPaTq9zhhjjDHGhq9hFZh69tlncdVVV+HGG2/EypUrMWfOHBxzzDFoamrKOP9nn32GH//4x7jgggvw5Zdf4uSTTxY/a9eu7Tbviy++iC+++AJlZWV74EgYY4wx1t9sKcM0kGfPg27qeL/2fTGdntN0zppijDHGGBveVAwjd955Jy688EKcf/754vk///lPvPbaa3j44YdxzTXXdJv/r3/9K4499lhcffXV4vnNN9+Mt99+G3//+9/Fsil1dXVYtGgR3nrrLZxwwgl97kcsFhM/KX6/XzwahiF+Bhqtkwq8Dsa6h6LRdryEj3l0GOxjHkrnktvJwTcajnmjZyO2+7aL46zx1yCuxxHUgoipMfGc0OubvJswPW86RqLR8D53xW0lt5UDiY95dBhtx7wnjne0nEs2NAybwFQ8HseKFStw7bXXdkyTZRlHHXUUPv/884zL0HTKsEpHGVYvvfRSpz+4c845RwSvZs6c2a99ue2223DTTTd1m+71eqFpGgYa7WMgEBCNDx3zSDfajpfwMfMxDwRa91DB7eTgGw3HnKvn4sJpF3Z8OdYMDc3eZhTlFkFVkl9h6NhztBx4PB6MRKPhfe6K20puKwcSHzMf80i0J453KLWVbOQbNoGplpYW6LqOkpKSTtPpeUVFRcZlGhoaMs5P01Nuv/12qKqKK664ot/7QsGx9IAX3d0aP3488vLykJ2djcFoeKj2Fa1/tDS0o+l4CR8zH/NAoLZsqOB2cvCNlmMeUzQm+Q9/AwwtDK+9CHk5LsiqE8huf20EGy3vczpuK7mtHEh8zHzMI9GeON6h1FaykW9U/7ZRBhZ196N6VfSH3V82m038dEWNwmA1DLR/g7n+oWa0HS/hYx4dBvOYh9J55HZyzxg1x+yvB178f0AsCMk6DnJ8O2SbGzjtISC7FCPdqHmf03BbyW3lQOJjHh1G2zEP9vGOlvPIhoZh89tWWFgIRVHQ2NjYaTo9HzMm8x1Tmt7b/B9//LEonD5hwgQREaaf6upq/PKXvxQj/zHGGGNsCNAiQCwAqDbA6k4+0nOazhhjjDHGhrVhE5iyWq046KCD8O6773ZKYaTnhxxySMZlaHr6/ISKn6fmp9pSq1evxqpVqzp+aFQ+qjdFhdAZY4wxNoSojmRQih4ZY4wxxtiIMKy68lEf/PPOOw/z5s3DwQcfjLvvvhuhUKhjlL5zzz0XY8eOFYUkyZVXXokjjjgCf/nLX8Roe8888wyWL1+OBx54QLxeUFAgftJZLBaRUTV9+sgc3YcxxhgbdoLNgB5vf3QB0SbANIBgE5A/ZW/vHWOMDSlUELsuUCfqDzHG2HAwrAJTZ5xxBpqbm3HDDTeIAuZz587Fm2++2VHgvKamplNf2EMPPRRPPfUUrr/+elx33XWYNm2aGJFv1qxZe/EoGGOMMbZT9aXeug7wVsPU4jDdJszgJsBiA966Hjjj8VFRZ4oxxvpraeNSvLDhBZxqOxWHlGXuWcIYY0PJsApMkcsvv1z8ZPLBBx90m/aDH/xA/PRXVVXVbu0fY4wxxgYQ1ZHS42izj4UlWIc4VERhgWYrRY4e4zpTjDGWRjd0vLzlZTSEGsTjwWMOhiIre3u3GGNsZNSYYowxxtjoFNMM1EcUGKAfVfzsiKpiOmOMsa8ta1yGjd6NKLAXiEd6zhhjQx0HphhjjDE2pCV0A4oRhwQDEnTxSM9pOmOMjeZaUlu8W8RjKltq8ZbFMEwDWdYs8UjPaXqm+RljbKjgwBRjjDHGhi7VAcWRDclMQDdN7FAkbFFlwNDEdB6hjzE2Wi1pWIJbltwiHskm7ybU+mtFQKox3Cge6fnmts0Z52eMsaFi2NWYYowxxtgokl2KL+f/Gb/773JY7evhzKlDtVOCo/nbuH3+qTiUC58zxkahVHZUlb9KPM4vmY8puVOw6MBF0HQNiUACliwLVEXF5JzJGefn2lOMsaGCA1OMMcYYG9LWBZ2oQRGceU2YaIkgIQURytmCNQEbDt3bO8cYY3sB1Y6q8FSgzFUmHun5wtKFWFC6AIZhwOPxID8/v2PE8i/qv8g4P2OMDQXclY8xxhhjQ9q04ixYXFth2raJ51QeRXFUA/ate3vXGGNsj0uvJZVnz+tWS2p352eMsT2NA1OMMcYYG5r89YBnK75Z6EP52GWQlDBMU4IEwGoJY5v/Veitm5PzMcbYKJFeS6raX92tltTuzs8YY3sad+VjjDHG2NBDwabnLwBiAWySNFgsYVhkQFZ0qIYGyTSwufZjbK5cgRnWPOC0h0Q9KsYYG+lStaTSM56oXhTVkhqI+RljbE/jwBRjjDHGhh4tIoJSUG2YombjKl3FpkQMyriFSGzbAVlRsY/sxGSq3Uvz0fyMMTYK2BSbqCU1WPMzxtiexoEpxhhjjA1dqgM2qxPfiMs4NOGDp3g+8re8AdmSA1idAMKAFt/be8kYY4wxxnYRB6YYY4wxNnS1Z0JFIkEk4ho2N4UwM6bBYgbhSHudMcYYY4wNTxyYYowxxtjQozoAW5bopuf1B+EJxeHV7XhsZTMuiAB5sg/5rgjynJbkfDQ/Y4wxxhgbdjgwxRhjjLGhhwqZn/YQqptacctrGxBzaNgeAGzIxq+NyzHeJcOmKPjtUftiYnEBFz5njI14pmmisq0S5bnlkCRpyK2PMcZ2lbzLSzLGGGOMDabsUtRJY1CpFcFnH49GMxc2RUaTmYc2xzgxnV7noBRjbDRY0rAEtyy5RTwOxfUxxtiu4sAUY4wxxoaskmw7XDYV4bgGRZIQ0w3IEhCJ62I6vc4YYyOdbuhYvGUxqvxV4pGeD6X1McbY7uDAFGOMMcaGrPIiN85dOBF2qwqbRQZ1NnFYVdgtiphOrzPG2Ei3rHEZKjwVKHOViUd6PpTWxxhju4NrTDHGGGNsSDt93ngcMDEPDb4IIv42OLJzMSbHwUEpxtiokMpuMkwDefY8BANB8Xx+yXwosrLX18cYY7uLA1OMMcYYG/IoCDW5wAmPR0J+fj5kmZO+GWOjwybvJtT6a0UgqdpfLabR881tmzEjf8ZeXx9jjO0uDkwxxhhjjDHG2BA1JXcKFh24qFMdKMpsmpwzeUisjzHGdhcHphhjjDHGGGNsiLIpNiwoXTBk18cYY7uLA1OMMcYYGxr89YAW+fq56gCySwdvOcYYY4wxttdxYIoxxhhjex8Fl56/AIgFYMJEpWSg3JoD6bSHew8y+ethPv9TVMZ9KDdp1D4JsGUBpz3EwSnGGGOMsWGAK4cyxhhjbO+jjKdYAFBtWGK34xZrFEsS3s6ZUD0sR/OJ+e12sbxYT1/LMcYYY4yxIYEDU4wxxhgbMnTVjsVyFFWSgcVKHLqp9z6/qYv5xPxyVCzPGGOMMcaGDw5MMcYYY2zIWKb7UGGEMcYA1ksaXt22otf56XWaj+an5Wh5xhhjjDE2fHBgijHGGGN7n+qAbnNjMULQdA32uIGoLuHOL1/Df5ZViVlM08R2/3Zsadsi/k3T6XWaj+ZP6JpYntYjCqAzxhhjjLEhj4ufM8YYY2zvyy7Fpu9chy3L7kKDz4MGqwlZkqEZPjy07HMcNKkQTYk1eHzN42hCE87c5zI8tKwBQZsPUTkfHsUAIMGRk4/N86/CDC58zhhjjDE2LHBgijHGGGNDwpSxB+O45kvw8KeVKHbbIEsSTEmGN1KIel8Ir9YtRmO4ETV6DV7b9jLikWMxyX4aJMmAYZpoCsZw3JxyTB47f28fCmOMMcYY6ycOTDHGGGNsSLApNhwx4VC89LkTiZCJQpcNLaEY3DYJTYn1WNW8Ci64ABOoCq6D6pyJeGh6x3z5soQjJswV62GMMcYYY8MD15hijDHG2JBRXuTGuQsnQpIk1HjD4vHsBeOwtPkt+ON+0b1PkRWEtQCKSlcDktkxHy1HyzPG2EhEtfW2eJM19obSuhhjbHdxxhRjjDHGhpTT543HARPz0OiPoiTbjrhci2c+2YS4HocGDQkjAQkSYnIdrjjODRcmiPk4KMUYG8mWNCzB/V/dj4vnXIyFpQuHzLoYY2x3cWCKMcYYY0MOBZlSgaaoNhlnTD8DwXgQakRF3BaHN+7FIWWH4ODSmdx1jzE24umGjsVbFqPKXyUe55fMF9mje3tdjDE2ELgrH2OMMcaGNKot9WbVm9ivcD+cUH4CZhXPwgbPBlgUCwelGGOjwrLGZajwVKDMVSYe6flQWBdjjA0EDkwxxhhjbMhKv7P/8paXkdAT4jF1p59eZ4yx0dAOGqaBPHueeNzV9m8g18UYYwOFA1OMMcYYG7LS7+xv9G7EOzXviEe+088YGy02eTeh1l8rgkjV/mrxSM83t23eq+tijLGBwjWmGGOMMTYkdb2zH/QH8X7t+zDk9ueBINdHYYyNeFNyp2DRgYs6ZTVRmzc5Z/JeXRdjjA0UDkwxxhhjbEjqemefRuULaAFE1ah4TlJ3+mfkz9jbu8sYY4OCauktKF0w5NbFGGMDhQNTjDHGGNsz/PWAFvn6ueoAskv7fWc/rsWxvWk7xpWMg1Wx9v9O/05ulzHGGGOM7TkcmGKMMcbY4KPg0PMXALHA19NsWcBpD/UYJOp6Z98wDHhcHuTn50OW5UHbLmOMMcYY23M4MMUYY4yxwUcZSxQcUm3JjKXU8/RMppG0XcYYY4wx1i8cmGKMMcbYnkPBIasz+W8tNvK3yxhjexJliSbCgD8ESD7A4uTsUMbYkMeBKcYYY4ztOalMJS2CmGZgbY0XuXoQ5UXuAd9UZXMQbXVezNIM2NK2yxhjI1JH1+UgYB0HxLcDNjd3XWaMDXkcmGKMMcbYnslYsmXBjPlRqYeRH9JRF1Zx+9tViDoiOHfhRJw+b7yY1TRNVLZVojy3HJIk9bnqTPP/d3ktHvuiGvZII34XA8Y6A/C4wig3ZUi27OT+MMbYSNLRddkOWN2AYeOuy4yxYYEDU4wxxhgbfHS3/rSHsKT+C/x1/dMwdhwEuzIdrqwyREIxEUQ6YGKeyJxa0rAE9391Py6eczEWli7sc9Vd56dMKVofBaxcBePx58DViKobIRevwJX7/Ti5Ts4eYIyNBOmjjrbVAnoCsOcl6+pJMqDHk9MJj0jKGBuiODDFGGOMsT1CdxdjcdNS1EaaRKBoluMIyLKEQpcNNd4wGv1RTCpwYPGWxajyV4nH+c5xUOjCipgm0NIMSEVAe2aUrlg7z18yX6wnFNMwIc8p1m9mjUFl4mXYI01i+/OnnQRl754KxhjbfV1HHU0FoSgoJQeAxvWAEQdevzo5jUckZYwNURyYYowxxtgesaxxGSo8FShxjcG2aB22R9dgvH0OWkIxuGwqSrLtHfOUucpQ0bIWy144FwtjieQKdA3QHIAaAZTkV5hlNgsqcl3J+T0VYvmS7FlifbReCnrRdgx7ndhuap7+ZGIxxtiQ1nXU0ZgvOT0RBZQQYGiArAL2XAAGd+tjjA1Z8t7eAcYYY4yNfLqhi4wmwzRQ6i5EjkNB0PoFqr1BUReKakylsqVonjx7HgxDw2KjDbpqTV5YUTDKSACyRTyn6fQ6zSfmNw2xPK2H1kfrpfXTdnIdqthuah7aH8YYGxFSo47acoDcCcBxtwMHX5z8d/FMwEld+7iuHmNs6OKMKcYYY4wNuk3eTaj114rAULW/Gm67ggJnGD+Y78S8slmittSG1g2d5oFpoFYysFlRMIMuuigLANFkdoDViU2IodYwvp4fEMtvbtuM0+fNEDWrlu1Yg/9WhREz5G7zzMifsZfPCmOMDYD0UUcVC5A7HpBCybaSMqXiYc6UYowNaRyYYowxxtigm5I7BYsOXNQpU0mRFcwtngubYss8T6Aeykd3YLJMz8OAHm2/+IqJC60pmo5Fhh36rIuArNKOdU7OmSz+TcGucfkHYnLxz7ttNzUPY4wNW6oDps2NyrgP5VoUEqRkHSnFASha8t8xP0wtikrJQLktBxJnTjHGhiAOTDHGGGNs0FHwaUHpgr7ncU34+s6+LgOSOxmI0uLJGlOyAzAiQLQNFM5aoLgA5zjAUZRchi662gNd/d0uY4wNS9mlWPLNRbi/4nFcPO2HWFg0J9kGuksAzQqc8iBgRLGk+Svcv/k/uHjGOVjIhc8ZY0PQsKsxde+992LSpEmw2+1YsGABli5d2uv8zz33HGbMmCHmnz17Nl5//fWO1xKJBH7zm9+I6S6XC2VlZTj33HOxY8eOPXAkjDHGGMs4wtR/zkv+0EhSMLH90D9gxcK7UXP0A8Axt4pHek7TQRkCr//q62VoeVoPY4yNhtp99R+jKtwgRhzVcyd2HnEve4yYRq+Jeeo/5vp6jLEhaVgFpp599llcddVVuPHGG7Fy5UrMmTMHxxxzDJqamjLO/9lnn+HHP/4xLrjgAnz55Zc4+eSTxc/atWvF6+FwWKznd7/7nXh84YUXsHHjRpx00kl7+MgYY4wx1mmEKSp2rtrgDYTwh/db8Ot3A7jyrTbcvw7ikZ7TdG8g2Gl+HnWKMTZadBrFtH3E0V2ZhzHG9rZh1ZXvzjvvxIUXXojzzz9fPP/nP/+J1157DQ8//DCuueaabvP/9a9/xbHHHourr6Y7rsDNN9+Mt99+G3//+9/Fsjk5OeJ5Onrt4IMPRk1NDSZMmJBxP2KxmPhJ8fv94tGgAqyGMaDHnFqvaZqDsu6haLQdL+FjHh0G+5iH0rnkdnLwjchjNs1kBpTqFMXNwwkdraEEkGViYp4DO9pC+LzSB83iwsQ8J+A3xeuWLCucVldyWeryR+sZIedlRL7PfeC2ktvKgTRSj1lkS61/FqYWQ741H20xDx5Z+jjyFk6HDAnb69tQqsl4+ssnEYlEkO/IQUiLiWUOKjpI1NobSUbq+7w3j3e0nEs2NAybwFQ8HseKFStw7bXXdkyTZRlHHXUUPv/884zL0HTKsEpHGVYvvfRSj9vx+XxieOnc3Nwe57nttttw0003dZvu9XqhaRoGo1EIBAKi8aFjHulG2/ESPmY+5oFA6x4quJ0cfCPymP0hwDoOkCyAYUMIKoJOGybkWOG3JJJ1fCMmrE4T2dYEsnOsCOoT0AoXooYTkGi0PjfgCwGmByPBiHyf+8BtJbeVA2mkHnN142pE66tRbFoQDjWLRym0Hbf95z+IYxLGOABv5F3Y3DUolawwYh4USCqikWqs2fgJJpTMxkgyUt/nvXm8Q6mtZCPfsAlMtbS0QNd1lJSUdJpOzysqKjIu09DQkHF+mp5JNBoVNaeo+192dnaP+0LBsfSAF93dGj9+PPLy8npdbncaHgqW0fpHS0M7mo6X8DHzMQ8EVR06TTq3k4NvRB6zGgckHxBJfhl2aQZ8EWCLH5CzLNgRiEPVJGi6hDLZgqYAIEeaUWxrho0KpROKXuUXAtn5GAlG5PvcB24rua0cSCP1mF1GKc4I1yNsKqht0yCZCdhNHfcGJDQijgPHWLCjQcIlWdVISAp0yQK7rGOsW8G+RWNgyx8ZbeRIf5/35vEOpbaSjXz825ZWCP2HP/yhiDrfd999vc5rs9nET1fUKAxWw0ANz2Cuf6gZbcdL+JhHh8E85qF0Hrmd3DNG3DHnlgGn/QvVTa1oCcZQ6LahpiEGz6oIQt4IXDYVs8ebWNOooFo8L0TNkX9Fzhhbx/wTiws6F/8dAUbc+9wP3FZyWzmQRuIxO1QbFhoqGhN2IKTBKcnIBmWLqkiYEjxhDaapYlbERECyIQYbsuQ4plsNsSxG0LkYye/z3jze0XIe2dAwbAJThYWFUBQFjY2NnabT8zFjxmRchqb3Z/5UUKq6uhrvvffeoNyhYowxxkYkGgEvvdg4DVW+G4Gh/27S8NgXbQjFNLhsEZy7cCLuOiMPjf4oGmKr8XnVR/jJt4/DGNv+KMm248tqLxa9WZ02fw5Onzd0jocxxgaTYsTggAY74pCk5DSq1ie6eLXP45DigAHYJQ0WxbI3d5cxxjIaNmFQq9WKgw46CO+++26nFEZ6fsghh2Rchqanz0+o2Hn6/Kmg1ObNm/HOO++goKBgEI+CMcYYG0EoiPP8BcB/zvv6h57T9H6gC6ct3i3ikVQ2B/HYF9Xi+YQ8p3ik52TB5Dwsa3kbDaEG8UjPSab5aT2Z1j/Yx8MYY3sMBc1tWchSdOQrYViRQMB0QJOsUGVJZNMkZCvCcMBiJpAjhVBMi7hykssyxtgQMmwypgj1wT/vvPMwb948MXLe3XffjVAo1DFK37nnnouxY8eKQpLkyiuvxBFHHIG//OUvOOGEE/DMM89g+fLleOCBBzqCUqeffjpWrlyJV199VdSwStWfys/PF8EwxhhjjPWAMotiAYC6hdCFTvtz6opX12wRGU3lRe4eF1/SsAT3f3U/Lp5zMRaWLhRZUZT5REEmWZZQ6LKhxhtGgy+Cr7z/w0bvRkywTxBDnr9U+RLGSIdnnJ/WQ9vtuv6eUCCLlhlrtmJihuPplEHFGGN7SaqtimsGrKoFZd+6B5OyZWxdU49nl9XCE1fgzi3GWXNKoYUDeG2zG7fGfgW3nMCxs8bg7IUTRdtWGctCY2VL+3rkPttqxhgbbMMqMHXGGWegubkZN9xwgwggzZ07F2+++WZHgfOamppOfWEPPfRQPPXUU7j++utx3XXXYdq0aWJEvlmzZonX6+rq8PLLL4t/07rSvf/++zjyyCP36PExxhhjwxIFcaxO8U+vP4hbXtuASq1F1ISirninzxvfeX5/PfREEIvXPYmqtkos3vAM5pfMFxdHtExLKCaCTPRIz+vjq/G3NX+FXbEjKysL4UAY96y8B4tm58Jls3Wbn9YjhlLf8Exy/euexHxrARSLu1u3vP8urxVZVhTgKlebcbueQF5+bsfxQIvtsdPIGGM9SbVV9W0RBGMasuwWjMmxJ9vYIw7DPvslg1bU/k0ucMLj8eD4g61oCsQ7BZ6S61mFBl8UgWgCbpuK0lxH5raaMcb2kGEVmCKXX365+Mnkgw8+6DbtBz/4gfjJZNKkSf1P72eMMcZYZu0ZRZFIEJ5QHGZWsmsdBYroQuqAiXlf341v7y63LOFBhSWCMhOoqPkQy7a+hYVTjxcXR7QMZT5RkOnsBePw3o4/wR/zI67GUR+qF/+O6lG8v+MFnL3gajyxZHvH/LQ8beuLLa+L9ZYZBipqP8Kyrcuw0JIPnPZQR3CqW9dBvyn23+4IQnR04UwpxtgQkGqronEN0YQhakiFxb/1Tm1sqp2lcidkSqEbU4vl7utJ6GJ5Wg+tj9bbra1mjLE9aNgFphhjjDE2tGqcJLu7xaDHNQRNO9xON/wZutYJWgR6zI/FNh2GpCAPEoKmhsVVb2D+lGPEHXu6OErd+W/W1ooM5wlZExDTY5ieNx3bje0oVopRF6zDhJkNuGvS3I75aTsiW6rqDRimgTxJRVAysdiiY37MDyUt2NS16yDtd9Bvhx6PApKWnImOj+uxMMb2olRblWVToZtROC0KopoBh1VBMKp1bmP7sR63XYVhomM9TquKQKz/62GMsYHGgSnGGGOM7RrKPKIMpPZgT6snjLteq0RrLAuFqtmpa126TZKOWsmAIUmopqGiTKA2XI/NbZsxI39Gx51/CjD969PFYpnx2eNR66/FBu8G2FU7xmWNQ22gFou3LMYfD5vf6WJqk3eTWB/lDFRLBiDJqIWBzZKOGWn70bXr4JZYFu7K+Q1uOqEc7vz2rnw8Kh9jbC9LtVWU5aRIEsIJXRQ4j8T1jG1sX+uh5WQJYj0WWRbr3Zn1MMbYqB2VjzHGGGNDUHYpzLzJ2CIZmFA+EycedqAYDYoypegx1bUu3RRTwSLdhWvNPFyru3FtwoFFM87G5JzJneYTASZ/rch8qvZXi+57gXgAUS0qntN0ep0CWp3WnztFrI/WK9Zv5ontTTaVTvPRftH+pe8v7T8dBx0PHRcHpRhje1uqrbJbVdgtMiRAZDnZLUrGNrbP9VgUsTyth9ZH692Z9TDG2EDjjCnGGGOM7Zb00e9On7ewU1e8bhc6qgM2WzYWxAKIRSJI6AYURw4cYxYAiq17gOnARSJzisS1OLY3bce4knGwKsmRcxVZ6RbQsik2LBizABHkQA/6YVEM2FQZsGV365bXteugqE9V/0W/RvNjjLE9Jb2t6ms0va0tQWyv92GcYcXU4uxdXg9jjO0pHJhijDHG2C4T9Zy2LEaVv0o80uh66UV4e+r+98aXW/Hiqh2iC4kKJ07cpOH0eegeYCpd0PGcCvp6XB7k5+d3GoU3k/9u0vBq5GfQ4mGRGXDK7DIcd8CUjBlQ6fub6Xgo+MUYY3tbr20rDSyhRfDGmnq8tGoH8uUwPIYTJ88tw3GzSzt1S+51PYwxthdwYIoxxhhju2xZ4zJUeCpQ5ioTj/S8ryyjylgW7ltjwpTHoLDA1m30Pholr7KtEuW55aJ7XV+6zt8x2p6cj8KCUtSHYmJ7++yXhfJBOB7GGBsI1Hb1mG3am/bRTmMhH/bxRnANDFicOUiE2mB8pCC2xgGbK6fTqKSDti+MMbYLuMYUY4wxxnZJKrtIjH5nzxOP9DzV9a6vkaGo4DiNhkeP9Jymp7oG3rLkFvHYH13n72v9A308jDG2u/67vBa/eHYVfvfSWvFIz/uNBqCg7tGwwGc6AVmBbOqArIrnND05empk8PeFMcZ2AQemGGOMMbZLuhYn76kYeVfpo+EZRufR+7p2pesrKJRp/t7WPxjHwxhju6Mjy9M0MSHPKR7pOU3vC827JVADEyZUmwOa4kDESHaKiZiKeE7T6XUxn2kO2r4wxtiu4q58jDHGGNslXYuT91SMvKeRoehih0bDo6BRakQoKjy+M13peup619P6B+N4GGNsd6SyPCkQlMrypLaLpvfVbonBJ9bcj4tlDQulBCZmSfC1JQBYoBoaJuYATimBL2QtOZ/V3mubujv7whhju4oDU4wxxhjbJV2Lk++MTKPhde1KFwwEey1A3tv8mdY/mMfDGGO7Kj3LkwJBvWV5ptd+mlTgSGaMBrZjsaphfsQPe1xDFHHocMOOGOzxVuiKisUOE1XBHWL+fGVftAQSGdvGndkXxhgbKByYYowxxtjAah8dqkPaaFDpuo4M1bUrHUl1pZuRP6Pb8n3N3+fIU/3cT8YYG0y9ZZGmo1pPNA9lNNE835jlRYV3LcZEQlhvavhIVzAlrCEhWRFT8uCS2tAWTmCl1cR6GCiwTsCSujVYvvY5GOGpHduhQP7O7gtjjA0kDkwxxhhjbOC0jw4lCu2m2LL6NRpUr13paL2JMOAPAZIPsDh3r+vdbuwnY4wNJMqCKstz4Krv7gOrKmfMZOpa+6k5FMELW16C3R7F5LgGrwI8LQOX6FYUqhripokQHPAZMv6jhBHXDbS2GAjIUTjUzzEjbxZaQ4lOI6KmpGecxjVD7BNtn4NTjLHBwoEpxhhjjA1cFlH76FBQbTBVOyq1IMpjfkj9GA2qx650HUGkIGAdB8S3AzY3bKc9tOtd77QIzJgflaqKctUNSYvu1KhVnfaNs64YY7uoaxYUZScdWl7YZ+0nl6sJ2/UmaLE4digmdEjYoQKbVAWuRAwxTUcooWCLVcYOBTAkICJ7oBkyDKUFUbkOha7xPdaPoudfVnu77Vt6dhVjjA0UDkwxxhhjbOCziFQHlqgG7kcQFxsqFu5OsCfY3B7ssgNWN2DYks/bqncrKLSEigGrUVysurAQDkCL7cxectYVY2y3dM2ConpOmTKYCGVRjVd9UP1NyHNYgUgCZebhMI0Yzk38B3FDgQYVExMaDAAb7MDUQAyTEhac7pGhyiZeyDoWa3xOFDjiGOs04I9UoVyVUKa0ASjc5X1jjLHdxYEpxhhjjHXLdhJBntRzLdKp4G5/Lkp0LYzFCKEKCSxWDMw3dXQvX97PYI+sAnoCsOd9vW/0+pvXAoa2S0Eh3dSxWImjCjoWa62Yr7n6tX+dzoPS8/lijLG+7MwIeOW2AO6Q7oHf74XhNyFLEuzuHNyUOAtTwk64QO1OHCo0vJijYmWugvmJGE7yRVEYVRGCE6a8D2bIJm4K3glnICLWke+yIu/9/G5tJ4/OxxjbkzgwxRhjjLHOKMhidSb/rcXwxpp63LdmR/+6c9CytiwsS3iwwYigxAQ2yCaWeTdjYcG0XQuORf0wJaBSCyCHgmRaAFNNHRLVnKJg1C4EhWh/aL9KdGCDFMEyA1hoy0+uq59dbi6dLeG4DOeLMcb6Y6dGwNMiyJajkLLd0GUbslUNDknD4dPL8avPFkHSYyiADzeoD+PdbANO2cTb2RK+2ybhD9pP0CgVIctSiJ8fqGLGGgkBPUusx65qGdtOHp2PMbYnyXt0a4wxxhgb+ugCJR4WjzHNwIurdnR056BHCs5Q5lBG2aXQT30A9+XPQp2Zj1p9CuqMPPxt7VudipT3KRXsoUdJxhKrBbfJPryltYnHJTYrAKnzfP1E+0H7Q/sl9s/MF/tL+91TtlXXbi30SOeFzk/6+WKMsf5KjYAnSZLIRqLHnkbAoxsE270R1PhoFFLAn0jmF5y9cCJ+/J2DYbc5MAYeLM31w6tKsBomPKqEZbl+jJU8OH52Kf5x9kE4bnYpwnEddQETW9tMbGrV4A0ndmvfGGNsd3HGFGOMMcY6ZTsl754nM3+ishNtERmFBbZ+d+d4r7kR6/xN0CUZpjUA3ZCw0bMN7237Ct8tP7DTvBTgqWyrRHluubjw6ZAK8mgR6IqKxeP3xZbWCiQUB2oMNxbnT8f8qg1Q0ubr13pp/7auEvujS1L7/slif99racJ3c8ZlPKZM3VraWmVEXU7YqHB6KlMqlcHFGGP9kD4CXk9dpSkwToHw38BEtqIhZvgRaIsjN0eBra0WP5ueg/M3PwpPcy0uyKH2x4QNpnh8IceBxxIvoDi6AkjcirrtDdCCIVDnZYeiQzc0eEIa/J4wJubv/L4xxthA4MAUY4wxxpIoW4jqjKQFebx+A9FXGxDZie4cVrMUjuAJKHJbIEOCARPNwQSsxphu8y5pWIL7v7ofF8+5GAtLF2YMji2zWbHMU4tQzAGfNYhg3C6e0/SFsVjGoFC39e7i/vXWrUVylMB7/H3IyU5LQOdR+RhjO4kCPr0FfSgw1BaXkVDdcOt+jDMaANOAGlARe/VqxCUbrEYMqwpsaFXiIps0TDcGIKFVUbA8x4rvBFoQ/+8iuBNhWIwmKNTymTJalDFoNVyIRyRM3IV9Y4yxgcCBKcYYY4x9rUtQZVI+cO5Cm+jGRplSqRpTvV2ojMvNRp48E4mQ2RHEyZMlMb1rl7rFWxajyl8lHueXzIfSHhyrbmpFSzCGPJcFT215AK31FZAkCkA5YUpReKI2PFW6H4qnXgRvKIFCtw0TiwuSXQkzrVdWdnr/MnVr6XoeJk3iodMZY5nt7KARPaHlo44S3Kb/EgdLm3Fy20Mi+GS32hFoi0Ax/ZAgQctzolDRMT8aRbkaQqUWwjKHBVrcQKvPD8MA4pIFBophkU3YJB1P2M9AhWUmfjdm4pA4VjY6UFazpmnQ9Z3o4s+GHUVRoKpqt8z1TDgwxRhjjLFe7Wx3jp6COJ2W89djWf0XqGhejTJ7ASpa1mJZ4zKR3fTfTRoe+6JNdJ1THfWI5+yAYcYhyWEABTCkEEwTWOPZgUvfXgctUgqXLYJzF+bg9HkQ66H1ifU2r8ayzS8ns6bag2792r8BOA+MsdGr62AJvQ4a0YdUm/Xqp634tvdZFJotsECHGTaRCwk05mkCEt5RxiAqK0jIBo4OhXGPQ0ZUkvGJEsJRRpu48FPMZCAgZlDGqIlTIi9g88Jjdqs9G8hjZSNfPB5HfX09wmH6TGcjndPpRGlpKaxWqg3aMw5MMcYYY6ybrjWadrY7R69BHH899Od/isVGIwxZR54pIygDizc8g3xl344i4+PzHNgRMaB7jkEOXXZZGlHgzEZbzA/ES2CELDBkQ8zXGoqL5fafkC3WY/i2I88AgpKBxZ/cjPlyCZTTHu4ITu1qkKnreeitlhVjbHTqOlgCZWXSc2pz0tuPnckyojZrfq4PhS+bsIRkSLouqkhRHSmy0m7DNquJElPBRoeKd9QsbLREMEY3sMmmYpndjoXRWMf8qixDkYBJ2cD0/fL6fVxd97e/x8oYMQwD27ZtE5k0ZWVlIljBn50jE7UJFIRsbm4W7/m0adMgyz2PvceBKcb2sP5exPDFDmNsb+qtRlN/9RjM0iLYFG9DrRUwJBnVkkmNHmqD2/Fl/YaOIuMBeQMCrpeh+o/G8VO/jS+2tkKn7n2GDYeUF+K1LR8h6HoBQZyEQte+IvtpZf16sR7DNFAtU9spo1YGNsfbMKNLgfSBqJ0yEOeJMTayZBosoeugEV2zjC6a68CJExJf18xT7UDuhE7dqyfmOwGbBYhaYOpfj6QXg4r/ZuWgVc5DcdEUROJNeN8shCFb4JLc8LVuwH+yCnBArBmqmaxBpVBgSlGhqF0uB/31yTqDwWaABnZQbYC7GK+u9+KBVZFuWVH9OVbGUihQQcGp8ePHi0waNrI5HA5YLBZUV1eL995u77k+KQemGNvD+nsRwxc7jLG9pdcaTamLlt0s9j3FVLBIyodOFz10IZYIQplxNrKzp8Fl24DmUAQB96eIoAF251KcNu9H+MG8cdhe34xxpUWiYPlLO5YiajagGZ8iGpokLpbmlOyDyY6zoX/wf4DVLS6qFC2GyWZ0105GL8fbVy0rxtjolGmwhPRBI7pmGRmBHSh//1YYUi1kGMmVSApQvB9wxuOd21jFAuSMg9RWA0M3oBkGltgKUWeRYLfb0Kx7EIeBgB5FVDLQaPpAqVH1FuAzazGOjG0X2VJqwRSAsheoX3R6e/f8BUDYA7TVANTtT1IQc4/DxIAFeVlXoyCvrFNWVF/HylgmvWXOsNH5XnNgirE9qKeLGPpiUheoQ15eMpWaL3YYY3uTqNHkqUCZq0w8pmo/dVy00Ih5KTQSHo3kt5PBKRskLNDoXzJAj4YFKNwfyC8Qd+LvX/YWfEYVFKkATncjPPoGHFxyMHLlOPLz3VjauFRMT4QL4DOrYFU34+L5x2DfMQWAdf/k+tLXj13IPO3jeHs8T4yxUa2vOnZds4yK7ICjLQxTNpOBJ+puR0GheKB7YJzaIAocQYJFBhRZxYF2O66Q3FAPvhJwFiCuxbG9aTvGlYyDldqvT+6CoYewn12HVbdApkx8QwMkS6fRTMW2aH7Z0t5kJr97xqHAboRRYgdau2RFHVpeuEs1+xhjLB0HphgbQH11v1vasBRfNX+FUmdpp4sYusB6YcMLONV2Kg4pO6TTxc6G1g14qfIlnDr11G7r5O5+jLGBlgqMU1e4PHsegoHg1wHy1EULZTnRhUzqeZcucn1qv7iKhXxI6CFYFBk2V07HxdEpB5bhA+9GSF4rxmaVwROrF/twUNFBnfYxy65gYk4p6gLbsU/eRpxy4Pn9Wn+/9XK8vZ4nvpHA2KjXWx27rllG3kg8+T2OMgtEYIoauvYufenaRy1NdrVrEtmmsmpHvrsIh6dlc1JXKY/Lg/z8/GS2Qsm8r9tp6qJHgS93cc9Zr9TmSXLyBwZUqx2yFBP7aVjMbllRPDAEY2x3cWCKsQHUW/c7uoh5eO3DaA43I8+WJy5m6CLmwKID8fKWl1EXrBOPBxUf1OlipznSjHtW3iOCWYeOPbTf22OMsV2xybsJtf7aZI0mf7WYRs83t23GDFi/vpCxtteGSNVD2RnZpXh12s14ecVWhOManFYVJ02bghPbL45oH9ri9bBZJLRE6zr2YYtvC4pQJPYltY/0Os1H84t9zJ/R5/p3Wobj7fU80T4wxka9nurYdc2oKlcl5DotkKIGEokYtlpU7GMamfM8U+1Y/pT+70h629eP5Uwtik2ShCmJhMjockgJ5LuSRap7yooaiJp9jLHRiwNTjA2QvrrfUQbURs9GJIyEyHIqdBSKi5jFlYvxZdOXyDayxSNlR6Uudqp8VfDH/IjpMTy54UksKF3QsU7u7scYGwxTcqdg0YGLRBuTQm3L5JzJgC8ZJKI77+GEBi0WgQ0GbDu5DaqvQkV0TXkMCgtsqA/FxPN9pwfFhU1P+zApexJCvpDYlx73sR/r3xkxzUAsGIBq0+CUEv07T4wx1of0LKMypQ3aSy7ENBPL7BIeynHgQr+Jb1jTutl1kcqaR6IETYFYn5lK1C42+CKIy/U4cvLszJn27dmm7wXq8ViuExe0BTE/qiEWjCCvoATXfesA7NBzOSuKjUr33nsv7rjjDjQ0NGDOnDn429/+hoMPPrhfyz7zzDP48Y9/jO9///t46aWXOqYHg0Fcc801YlpraysmT56MK664ApdccknHPNFoFL/85S/FOmKxGI455hj84x//QElJScc8NTU1uPTSS/H+++/D7XbjvPPOw2233Qa16+AGQ9jw2VPGhrhU9zvKbKLuetRtj7rlpXiiHjhUB3JtuSLQdMq0U7BfwX54cfOL8Mf9cMAhHpc3LMdlB1wmvnBs8GzAfzb+B3bFLjKq0uuX9NQtkDHGutmJguU2xSaC4Bm1X7R4vR54QnHopoFKqx3aOg++983+373vaxSnjn3ost9GyIsQrLCFvFhgK+rxeAZqlKhX1nmgBnWUx0NQJL/IGMjLyxfb6/U89WSACsczxkaGVJZRZbMdv5R+hYLsemzKfgf1ci1uzpmNfxx1C8p7aCMoa/6Pn9yDWMu3YYSndhopr6vUCIBeYx2irrfwg5rz8esjv9d9pdmlqDzyLvzxnZvgVypxR+Fs7OM/CgGlQASlJk2aikmDcSIYG+KeffZZXHXVVfjnP/+JBQsW4O677xYBoo0bN6K4uL1bbA+qqqrwq1/9Ct/85je7vUbrfO+99/DEE09g0qRJ+N///oef/exnKCsrw0knnSTm+cUvfoHXXnsNzz33HHJycnD55Zfj1FNPxaeffipe13UdJ5xwAsaMGYPPPvsM9fX1OPfcc8VoeLfeeiuGCy6Hz9gASK81QnegqLseddtL3Umnx9e3vQ67aseE7AnicUvbFmRbs7HRu1EEqiRI4pGeUxc+uuCheWje8dnjYcIU26B1pXcLpO2lugWm37lnjLFOBbz/c97XP89fgKqqLfisskXcRe+37FJUfese/Eb5Jf4v6xr8X+k5+ENhEe5Zuyrzemjbnq1f/9DzLvVVDKN7vZIe9/vFC4GWLcnHLseTWne/1t/DfqWj46HjouOj46TjpeOm49+ZYBKth84zne9M70OmbTPGRhcKmtdqOajKtaNRDUKVx6BR9eMDT1XG+en73hNrn8f2YA0C6ucYn2dHNK7hHx9U4oONTZ3mpec0PRKPQ85agYTciBe2vIRNTb6M66ZteuUWWMQ+BMU+VWpFIlOKsaEk9fm6U99jdtGdd96JCy+8EOeffz72228/EaByOp14+OGHe12OgkZnnXUWbrrpJkyZ0v0GHgWSKLvpyCOPFIGpiy66SGRjLV26VLzu8/nw0EMPie1/+9vfxkEHHYRHHnlELPfFF1+IeSiYtX79ehHcmjt3Lo477jjcfPPNIsMrHo9n3K8PPvhAXEO2tbV1TFu1apWYRoE08uijjyI3Nxevvvoqpk+fLo739NNPRzgcxr///W+xvzRwF2V40XHu8YwpSh9bsmQJqqurxU4VFRXhgAMOEGlnjI1WqVoj9EWB0qqpu966lnUik2lm4cwea5HQfMXOYkQSEYy3j0cwGhTPJ2RN6LV+iaZrYv1duwVybRM2ELidH2EyFPCmjKdbF38pLjZ6u8ueCV2c0HJ0IVQlv4MYvEjon6He973O2UhdRrSj4HqlzYHyU/+N8qKyvkdxyrDfZsyPOn8N8mL+Xguw9zYilunbgcoXzkN5LCJuCPQ0smC9LwSv/BkM1Yut2IhJ2Yeh1hsVx9/fjIFUlgJlb5Wrzbhd9yAv2717hePZkMFtJesLBaRb23wodNswMd/ZY5YkBc2dNhl1+scwZQOGRtmeYXzpeQe6cVS3Ug2UJb+5rQKSngfdUofq4Gq0+CYiqun4wyvrcenhk7FPURve3xrCfR9tQ603DLt7K1SzCna5EFGpFh/XfoF9io/ptF76HkvblCVT7IOpRsQ+FdmmdL5xkCETtNoTRkswhoLcHJFZxdhgSv983dnvMTuLgjsrVqzAtdde2zGNBhU46qij8Pnnn/e67B/+8AeRUXXBBRfg448/7vb6oYceipdffhk//elPRZYUBYw2bdqEu+66S7xO200kEmJbKTNmzMCECRPEthcuXCgeZ8+e3alrH2VzUde+devWic+lXUWfbffcc4/oRhgIBESm1imnnCICVq+//jq2bt2K0047DYcddhjOOOMM7JHAFKWK/fWvf8Urr7wiTg6lkTkcDng8HvHBTBFAivBRf8isrKzd2inGhptUrZG1LWtF17ssM0t03ftsx2ciMNWtFkm4FYqpQwrUIxL1wi6riGgRkR0VifpQs/0zTHGPw6Jpp0OXFDH0b3r9ksfWPSayq4ocRZAlWXQLnFU4i2ubsN3C7fwI117Am2pDUTc8M8sUXd0om4i+3FGtk/50c0tlI22PrkHIWSMujAxLHZoS6+nVHgNLS/Q23G824+KGJViYc0r/R3FKKzy+1Ajhhbr3caqs4RA1t9cC7D2tXwwaQfthycJCJbfHABEdDx0XHV9IqRHH67Lt2/PFWRd0B5fOK3XLpvNs+k1x3m1ZFjh3p3A82+u4rWSZ/t67tjWvfrICEz+4AtlGGJokwZvqCtwlCE5omaPnGPj35mYYehyKXI8cm4q2yDZs3v45Zkz4RrcsfRpszwUbonoAIbyLEuNo6KoDquLCgyveRnnJOlQ2zkSxlA+r2oZW90fQKENfy4KsmhmDXmLgiUg1cmwmgrF6mLoJyPU4Zo6RuY1uvwFBNzu0UBzZpomA7MSrR96DE79xUK/nh7Fd1fXzdWe/x+yslpYWkRGUHvgh9LyioqLH5T755BOR7USZSD2hOlX0eTFu3DhRD4oCXg8++CAOP/xw8TrVs7JarSIQ1HXb9Fpqnkz7lnptd9Bn3H333Yfy8nLxnDKmHn/8cTQ2NopaVpQ99q1vfUvUttojgSnq37hy5UqceeaZIlVs3rx54gM4hSJlFAF8+umnRZrZY489hu9+97u7tWOMDVWpYpPluck/0NS/55XMw0tbXhLBpWAiCN3U8fzm53HefufBpqbVIqEP8f/9UQxjHtR1XGI1IdndSBxwIixOQP/wThRtux5QFCxQ5W538uNaXKyX1m/AEHWrqMvfT2b+RASptni3iP2hVMz0fc1Y5JKxdtzOjwLtgRcqWG6YJvIcVrTuQv0lmufsBeNw51ePIKHrsCIfLkcblrX8D983Du8+CIPqgG5xYDGaUQUDi2vfw/xpJ4n5Mo3i1NFume35TO37rWthvKzE0RD3iseDtTCUtNfFcmntX2pf09cvLuhq30OVbGAxEphvcbSvo3OAiOaj48l1qAiGsxDXmxG0foGL5ny33196u9a5ovNt+E1x/mFROVNqmOK2kvUnc4MukGlU0N+YYZiKDUFTRTyUgNPqg62Hv/2LDj0EE9w/gXPp3bAaMVg0CUooiMnv3gKc9nDH98BURr0KDdlyLVyGDtXaip/Z12O8mY2HXNfgE7yH7AgFiWpxZ7wedY4g/mYzQJ16TNkLu72k80im7abITixqbYGeCCOhm9AMAxarhAWzerjxqUXE99mGkIm45IRL1uA0wuLY950+XbSXezKzhY0OA1VHcjBRdtE555wjgkyFhYW9BqaoS97LL7+MiRMn4qOPPsJll10msqfSs6T2Fuq+lwpKpQJe1IWPglLp05qaOnchHrTAFBXTev7550UBrUzozhD9UP9I6t9IBbcYG6nE3fav7sfFcy4Wz1P/zrHmiC8KoUQI3qgXiqSgJdyMl1b/Cz+cdGxy4bRuNPQhHjEtGCOFUeBogy47sbayDZMaPGgw7dBkC8a6JRSi/U5+e6r0S1VvivUqkiy2Q5duqW58bbG2jv2hQujp+8qF0VlvuJ0fwdoLliezgmJiFL2o7ERjFJAtPdR36sPsKRGM2xFGW9QCRfHBqig9dyfWIliGCCoQRZkhocK/tftgDWlFwZc0f4X7t/wXF08/CwvT9nuZnMBGKzDBmouNCrAsHsLCaHvtBFsWlng34v6NT+LiqadjYdGcr489LTNBDFLh35rcDzmKZQkPFmrdjy914eeyy7BYfNB1C3LtYexfHu33OUqvc0Vfmul803m3IQFE22s62HoecYsNTdxWsv5kblBUPRzXoMoyQrINpmRHJB4SwfyeRjGlARW+P3EusMQELO1tg8joDHYKZHdk4fu2Ax/dgS9NA6/KUWy2y5gZjWCL/i50xyZYlf0QtW3Cm44ExmkWxKQEjgzJWGCxwPmNS6DkjOuWaW8zdSyIJQDVDVjbt0+Be7Pn+jEJ3RDfZ2WLC3EzChcS4tgpSED2ZGYLGx26fr7uyveYnUGBJUVRRJZQOnpOBcczqaysFLWavve9rwcZMAxDPFJmFBVNp+DTddddhxdffFF8tpD9999fZFj9+c9/FoEpWj91JaRaUOlZU+nbpsdUTar011Ov9VemOlFdP+voxl+maaljG/TA1MUXJy/A+4PSueiHsZEolT5d5a/CS5uTQ33Sv2na7xb+DpfNvQwPrX1IBIuKbDlo8WzG0pUP4JiPH4NdUWBz5WD7QVcjFoqLO0s21YKSWAOUoI76D/+OiZ6tKDEbUWstR8i0oS4YQ5ZqwBZsRuTNGxCP+LDUFUW+YqBQUtHszMXE7Em4YNYFoi7Vv9f9u2N/Diw6sGNf6XF+yfzumQyMteN2fgSjwAxlXbZf2NBFUfV6L7yrIgj1VN+pD3RhdPXBP+804EKqq3HXgFg41IbnbRHoiok82QoqUdqpTUqrRaXTIA+WMKoUHYsd/8P8Ux/A9uY2NPrDeHD7vTC0VmQ5i6AbY/CgpQDyuMtRku3EuKJcLF7xZ1Q1r8Xihg2Yn3BCoSvDtIzTjkEqALEfASOO5/VW7B9zwOnK7RQg6tb9OtPx9aF7natCVB95D2bvl9f5HPGofMMKt5WsP5kbxGlVoUUNWBFDwtThkBKwKH1cegWbkoEgxdbjOFUdI4LaqC1U8Ypdg8+U8FyegZIWHY22FYCkI2aGYEo63nCbKNASaFZNbHLLuEazQSk+AMjvYSRVPfH19s32572wKLI4trgWglXSRJYVHTsFCYZDZgsbfnqrIzkYqCsdFR1/9913cfLJJ4tpFIih5zRCXiZUB2rNmjWdpl1//fUik4q6go8fPx7RaFR0laPue+koCJYK9NB2KRBE26JaToSCWjU1NTjkkOTo7/R4yy23iKyl1AiBb7/9NrKzs/v8DKIAVirgRRm/e9NOFz9PFwwGu0XH6AQwNlKJu+2eCpS5yvBl05diGv2bpq1uWY1cey6iWlR05wvEA1ANE9sMAx+HE5ihxVAUjSDQVI0dqoEJRgKSqUGBhkrVglBMhlOXELbJcJkRuCQVtXIEU3QVK1etxtjGHVivytjqMEE9/OgSzi5bxPbyHHli+6l9o8cnK57s9LxbhgJj/cDt/AjRJfhx4jeAfafves2PjgujPrb56rSb8fSqT7EFr8FADAGrBW5J7pxdlVaLapkKVCCIMgOoaNuMv3z5JT5Zm4dmfICQez2yLVlolBrRGg1jW6AJ62v+hyIciW/M2ibmF8spBpYp9mQmVFrtqI4BJSQZ66y5CEYTaIQNF+JE/HjaoTgx7Rz16/j6od91tNiwx23l6NRT5sYBE/JgP2gKwh844dL9yJOAHIcFNqovF/VnXhkF6d+8FmijjCu6UJUoFQHI6bnb2zJZwwZEoEgmApKJJwskGEpIZNXTADkiu17V0aaYYlWb1QSWGAkc2ltgrK2mPSIlff1I0zMFslQHbDYHyhwe+CJh6IaJmOzESQdN6Wjv9mRmCxs99vTn61VXXSUyYan79sEHH4y7774boVBIjNKXcu6552Ls2LG47bbbYLfbMWvWrE7rSAWAUtMp4HXEEUfg6quvFl3CqSvfhx9+KLqAU1dwQjUMqXA6bT8/P198rixatEgEo6jwOTn66KNFAIq6Dv7pT38SdaUoCEZdAm22nnI0k6655hqxv16vV4wcSJYvXy6yuYZ8YGrbtm0iMkgV4ynKl0IpmpTGNRBDBTI2FHXcbTcN5NpysdWXjCpPzZ0qakqlsqZSd9kbd1TB/OA25Ok+zEkkYDN0KEETDRv+jgfzDfy4LYR5UQ3LbQoeysvG8QnAcEh4My8LP/BFoSGOZ3MkWHUnJnx5L4rNBmQZMhweGxKURplVCMshF4lU7FS2FO1bnj1PROOf3fgsrLJVPA8GkvvHWVOsP7idHx261XdK6043ENk81MXlgVUR6OYsjFNy4KPfpZiE8+aWY3yeu1v2ka7asVhug2HIyIMJr6aLIc0LzLNhcVdBMmXEogWYP+4ErPI8AUkOw+Kqgh5MiPnys3WMhYwgJCyWo5iv5kJJqx2VyoKq9Qbxzw8rkWOayLHb0WaOF/tJgbrd+mLbw/nLVEeLjQzcVo5e6cW8e8rcKC86CLX5f0buO7+G1YzApshAIgK8dV3GAuii/aDXZbo8MwHTAAzq1ucQ7UnXuqG6YsViq4mwSfWdTFEvr04xkUXBL0mGrMtwqg6E4gkkJCqUDtBv6SNWHQsUq5i/ey3SVD1SMxkUM1MBqt7qlFJbqsJukaHpJmSHCzP2L+s1s4V8VtnCAXu2W/bk5ysV9m5ubsYNN9wgAj9z587Fm2++2anoOGUxdc1+6guNdkej/Z111lliAA0KTlH2Ew2ekUIj9NF6KWOKBtigEff+8Y9/dMqwevXVV8UofBSwcrlcIohGIwL2hboO0jIUJLv99tvFCHxXXnmlCHYN+cDU2WefLRqxhx9+WLwRXFCZjRZ0t73GVyMylOjfcT0uuuxR4XGrYhV34msCNR132Vc025AfMTHGoCCTDM2UsMWi4GU1inqLhHdcBuaEYng9y45ai4zNShB+KYQai4q3nSZ0yUSdRcJLRhSXGTFssaiYoBk4KBqHQmXPrYCrPRV7Q+uGZCaAaaDaXy1G7PPFfKLu1WbvZlhkS8/1Xxjrgtv5ka/bxUhad7oOXQZe2Flfd+FwQ5b3Q7bdFBcmZbZZWFDavRDoJi2AWjUiBnWolkwkDB0xNAGuZYhK2+HAGMThxzbfdmjwwyGNQRTbkeVaipjRJOavlihjRUKtEcFmTUF6a5fKgtLDLTDDSkfXEsNl7n7Xkj7OHw9EMTJxWzk6ZSrmfdcZczNmbowfUwJY6YqrvbtwD6OAdlAsQMnMZFc6ClLFA8Cx/yfakSX1X+D+lX/rqKO3ybcVNTml8Id2iOwoGgBHNxII61FQn+UCtUD8m0YENGEiIVtEoGmjakNF21bM1OPJmn6b/4OLZ5yDhVOPB9xFQO4EwOpOBsTEPgST0zOh49DjgD0bNsqeStWkSju+rpktX1Z78YtnV3ExdDbs0I2InrruEbpJ0ZtHH3202zSqAfXII4/0uhxlX917773ipycU0Hr99dexs37xi190ZEqRn/zkJ53+nf6c/P73vxc/fR3XHglMffXVV1ixYgWmT58+IDvA2HBBd9u/O+m7eKXyFRw98Wj4437kO/JFxhQFfpRoG5SWMFbUrECh24Ziaxwh2MUdL4qdL7db8dcCN9pkE8UJAzU2A2/n6thoc6A0oaPSoaJesqA0oaHCoYjk6WLNxFZVw1N5Jrbas/FTbwjzowlIdGfM5kZtQyOaarzIdkpYNO106JICOAvEFxTK6GoINogufCdMOQGzCmftVH0UNnpxOz/ydRsYIa07Xdi0iJHjbFrPo0cNaHHS9lpUY0Nt+H+SDElWYbG70LDPxfjHEi9a1M9gygYMzSmypGqiy0QbSM9NNYIWvQIF2km4dJ88jPnqH0hEQjANA2VmAuhSO2qn9mtntI9MFYMFqs0Bp5TodPHJA1GMTNxWjj69DVN/aHnPI2+JdogymUgqk7NrlmWwOflImVKEEpYUCyrNCCbpGhZveKZTHT3qWHeyTcIT2YUIGXFxU1KPB5GrOnFU3lyUKqXYrpfhrZaV8OsROFSXGCXapdigv3cT9FisvaafhsWf3IT5RftDpiC6KqNcMpM5UlJ7sCzT/qa3rZmOL0NmS2/njzOnGBvddjowNX/+fNTW1vKHMBt1VEnFRu9GeGIeLG9ajoSewCVzL0leZPjr0fz82fD7vMg2TXF3KjsnD59NvgD11X/FAQkPXsuyiWwoXQLK9ARikPB8thNWGrbdMNAsSfDLMqYYBraJNG5gaiKGzRYVr+ZYYDNNvJZlR1zLxgEWFZsm/BQ5L/wK2UYYsiRhH5cVeXn5HXfoLYoFj657VHQrpKyun8z8CXfjY/3C7fzoGcSho4tv+2uNYQnVAQ2qriFHimDTmnocd0QPBXL76P7X7+Kk7bWoaHhxGsmJiuaeNHsKTj3wINSFPsC/N78CTdehyg1wWU3E9CDcFPiPN0DTZahKK06eMQ2nHngkXg1P7ryeaVM61Y7q937tZLfGN9bUYx9vRBQg1hQNE7MklFh7Od/cFo8I3FaOPrtczDvVnqQeqWbTu3/onGWpWJOZUiLjKBncWWKz4v61D+LwQLKOXqkBrFYMLFVsOESTcFIsigmzL0LcWSBKOmxoWYvJviZcvuU5RF1TYQ9tQVVRDta7czE9fzrOm3kerOFWTH/vz1hmkVChAPmmLEZNXdawTGz/flscF8eNTqOeirpYb13ePSv0OzdkPr6BPn+MsRFvpwNT//rXv0Sfx7q6OlG4q+twgdRPkbGRIr37RarweamrFOta1omU/dRFxvamVmg+L+JQYaoOSHoEobZm+Mt24MVCFd8J2bDOZhFBKboPRsGmPMOET5GRo+vYbFXhkiTEJQkbrBbxSKj7XpuiiOcUwFpjV7GpBLgs6sDSiiacaYZhKjYETRXxUAJOazLDgS6EHln7iOjOl2XNwgbPho7i59ylhPWF2/nRM4hDx8AItmLENAMenx82yQKXoonaJi+u2oF99uuh9lI/uv91K05qCwCetFFfVAcqY1mixpMpj0FhgQ31oVhHzaeLDj0E4wqvQptnByatvx9SOIbtVmBcPApTsqFqvwuRm1+G4/c5pKOmVab1iO2mdy3Zx4EDJmbuerOz3Rppu3SefgMT2YqGkBmBx5dAbp4qRkDMeL45a2pE4LZy9NnpjMv2jFAz5kelHka5KUOyUVF8qSNLtaOLHwWjjr8DcCdH1dJNHYu/uhdVLV+hnuqGUtknSGiCgYelIA5Wi2DTYlhQuD++8FSgNVSPSdYctMhtWGO3YZpsEY8tMsR0et0SDYj5qfrZYiWBkGQiDBNO08RLNe8CNjeq7C4sHrc/5h9wBRTKxE/vgpi+v6KNlGDa3KiM+1CuRcX+ifayS6bqLp8/xtigOPLII8U14bAOTFHRr8rKyk4V6Onilgs9spEo1f3iwv0vFF34qIYTfehG9ShcFpeo7UQXGc5mH7LMOFTVCk0GLKYBH1qwuuEFNDhMPJ/jAg0QZTFNEZiiv5VT/H7YYWJyQoMJGbVZxYjHfJgYj6GavtxKQMIEHsnNBn3V1SUJHlmBqQCvxoP4f8Gn0GiPo8iwwiIr0BMxaIm4uBCi/abgmSqrohZWOBHuCKLR/nKXEtYbbueHkVArIPmSRWr7kdmTPohDp4ER9r8MUdkJ1WyBU6bWCoiobrTF5Z7vZPd0odLljnlHcdIeAj6eeXf0egf9lH2PTAaz1twHQ82CR81HvuaDrEWBfRd2jBTV6A9kXI+noRrly6/utt3y0x5CeXnpLh9XCu0nnaeE6obDCCOXhk03DETlbKhUnDjT+e4rayo9Y4u+OIY0ID+/5/nZXsFt5eiTyrh89dOVSLSGUWpVccrcsmTwGxnaSWqPT3soWR+KajlN++HX3aczdYGjoFR7m7as/gtUBKqRZ8tDbaAW2RYXmmQdlMdUYUZRofkxk9r1QCNe+Oj30MwocgwTQZh42WHBFbosHg0qTt62A35ZEvPN/87d2CTpqDFj8ENHBJTpD6z3VUKTJZRljUNFaDuWxVu//p6YuqHQbX+LsOSbi3B/xePJYyua0+vnEJ2nS2dLeHFVPcKtGgqsTpx42IGcLcUY2/nA1E9/+lMccMABePrpp7nQIxvR0rtfPLH+CZF9RHevKn2VHa9TgIr6/F9fsRKq0Qgj3gTqlb/UruKv+Vnwy0CebqDWokBqD0rRHx090l2svza1QIUEXbLAq0SQF45BlQyYkQA0SLiyuACGJIllKGvKkAA7Fa60S3gvK4xVLuCnbXWYF01AhglbSBFfUJ7Y/ATiRlwUwqR6U1QPq8ZfI+7Wc5cS1hdu54cJfwPw0Z+A0Ob2Ib2/zuyhLKRM2UA0cEP6QAlEDIygB2E//j7csfhLcVGd57CiMQpElUIUZ9mwxbulxyxLqkkVTaiwwwInutcW6SvgU+wwu91BH6/6MNZsADz+zrVXaLmO5aPJ7jDtxpphsVxLSOl0J57WvzOBpv4eVyr7tDirBFFHCW7Tf4kSO+CNxMV5uu74A7CDCrpnOt9dBqJIH+FLXOB2CuDRcFrTgO/dDOTu+eGbWc+4rRydTt9HxQkr/wEdflgUGba1OrDRkSxSTkXCuwRmdHcxFjctRVW4QTzOn3YSlLbqXrvApd9EGOseK0Z/zlGdUCIeFBs0wKkJjxEDbAV4cu1X2KpFEJeArZIJ1ZSwXVWwUjKwXaHhcmh6coC/rXoET65djTOsuThKa0GLqqPYlBCVAbtqRxR670H0LvsrsrrqP+58bF2/V6YC7dSOv3kNjktE8G1FQcJqQHFkw7HPwBROZoyNssBUdXU1Xn75ZUydOnVw9oixIaKj656zFNt82/CDfX4Ap8WJpzc8jZAWAgwdimGgtq0StUYAE8VoKLSkjtfdLtRaVKgmMC2hoU2REKG6UzplXCV5FQUbrHYUowRfTr0EmuJEltONEn07ylfcig0WScyTq9O9LsAnyyIwNS6hISZJeDNHFo+vuW04IBKHRYYITm1oXIm2UANyLVlA+5cDl+rCyVNPxprWNSLLi7uUsN5wOz9M6O1Di4uAi70j4PLGl1tx3xoz44hHNIjDogMXiYueFLqIoIERbPk2HH2YTdRe2hr8etkWfR3uX5k5y9IbTqAh5EHEtMAhJTDGJSGvr/3ucsd9Yr4T5y7M6aj5RMGlO6R7UPROe30TQnX39AQikSCCehCOeBAuIwG8eS1gJDO8aADyOyQrrjauQI03p2P/J+YnMm63N/05rvSC5smaVcD2tPM2adJ4UYy4p/Pd0whflE1wXKdAWjT5PtP7zYYUbitHKS0isiPhclHjBDStS7ZDr1yRrBPVpetvxu68ronJ+USQPNkeiS5x4UaU503udBOBsqVo9OeGaCtcrhJMyBqP2lA9Xs+ZirLyy/HRyytxTgzIMv2QYMCKOGRTQpklBz9LtMGQTMRgRYtaCosew2uRHBx20t3YVPl32H1bMN5Vii2BWtRHW5Bjy+kURKf9oAF+yhUnpC77S/u/zLu5967K6ZmyNHqft0q057bimbBRyEwL93mTgDE2Oux0YOrb3/62GIWEP4TZSJZ+p4rugLZEWvB5/ef467f+Ki4odLpL/8ldQMIPIxHHeE8ddFNGjVyKVa5WrLZZxcgmcUnGFosFTsNENgz8yB/EeE2DRn96pgRLLBeXxs/HVysnYEq2iW1+CROlbPzDUgTNUHCJtxWKpKFWVfF0ththORmMop82Rca4uIa1NitWOGw4OBqHrOsY+/kjuNKhQrc4gW9cKUbpowuhqBbFDZ/dIIZMH5c1rv9dStiow+38MCMCLsl6HrFoRNQ7ojpLmUY8or//BaULelxV15pQkwocuP7Tf2TMsqzyGwiEFTgRhlPRoBkGtoed8PkNTMrvXKMvlUlCdaxiwQBUm5Ycua4982hueQxzJ8xBUyAmMqVEUEq1wVTtqNSCKI+F4Ymr8AZ9CDrboIV9yHPbkY8wKm0OlKtuSFoURYjhpqPKUSeNEZlesDTCNETVE3HxE05oyREHYYhuzynp+1rdx3FlKmj+x8P+2LmWVnuWWl/nO9MIVdTF5duKAZs9FUhrL07IhhxuK0e2TpmMmbqapeooUXdbauOsWclR7NIyMnvsPn3YH6FQ8CotKLPEU4H71z6AixUJBxQf0CmoXROoETdGNVNDdaRZBHdqoh680bgWkbiJeXEJBVoEBhTKw4cVOrwWFfPipmjDgDiaLBTEV/FfycTrjWvF8oasivUpihX5qhNn7nsmxmclb2RQW0/ffx9e+3DyxkSX/dWpq/Lqe3vvqpyeKUuF3ek80fmi5z3cJOjzvDPGRqSdDkx973vfwy9+8QusWbMGs2fP7lbo8aSTThrI/WNsr0jdqaIvBHSxQt3hNno2Ypt/W/Iig/raxxJoiVrRHDQgGyZMU8cau4Z/5rlhMw2RKdWkKJiYSOA8f0DUl9o/rsM0FGw1CsXnMhVDb0VOx3YpM4q+NojAlaEiJ1SEqXId9pcjmJRIiG59lIr975ws1IC6mJjYrsp4PMeB+ZEIEpBQF5BRblpRaE8ABTNFrQI6jiveuwL+mF9cKFX5qsSFYqYuJYxxOz/MiAsFUzwmdEOMSEfFv3d1xKOOmlAAvqAaJz3cDd+h5+Ju21WYlK2IbRmGiSq/jp/ruZjUJaOIlnl1vRcT2wC74YMs+ZHfPpLoEu9G3L/lOTHfoeULv+6+pzqwRDVwP4L4aULBYpyHhpw4pmeVYaNlB8ZoFnxffhgPq0FcrLqwEI6ODKyJ+YVi30Wm19QfYKEtC16vB55QHIZpinpa1eu9OPEbyU2l76uhT+31uNBLQfOdvYjKNEIV1V2hLi40kEXy/Y0CMl+cDUXcVo5cXTMZ0zNPO9DfqOhFTYEpKjDq6BZs6bH7dJfvXiKAte5BEex+afNLoq7UwWMO7gjqH6QflLwxmpZ9Set+Y+uLSDgPRDBqRSFMmNBFcGqLRUHEoiJbtcOMRyGDvqsm0CZlI+JswCdNK3HclO9in7x9OtZHwaS5xXPF90RxGLqGn3/wc9FroCOYlnYjc1Prhn4dW6cgHp0n+gJMWaDSLp53xtiItNOBKRp9hPzhD3/o9hoXemQjRaq7y9qWtfjPxv+gWCkWXTI8EU/HPHTnvy5I3esc0EV58hjeytYQoFH0DBpFD7CZJiKyjHxDwkxrAbYbNgSjcfFZTN81gqYdUbN9TPF29Jymu6WoeL7dLIauSZiuRJGt+7COvmzIslh/lUVFQpKw2aZis1XBtISCqORAXdBAlvp1RgBdNNUF6zAha4Koi3XKtFOwb/6+3bqUMEa4nR8mFEfyQihEQ4sn2wuq16HCmXnEo/SC2rtTKL39bjitk2orbYibyW1FY5AckpjeNaMoX9lXjJCXl3V1pzpMvzlyfyze/mjnjKz29jUc9OMFZwRVcgIvqzo2SU1oyV4Fm3oItmZ/Dn/bXLysxlEFAy/EmzE97ICzPROq0/brP0bRkXfh9pdXw8z6un6Wt33EPsoKS9/X86df0+Nx9ee89CjD+S/JzupWX4uKAdP7mOziEmuvMeVIvt9sSOG2cmTKlMmYnnmaGmmvo1ubaQASdTdu/3eKvx5TDAmLpp2eDChRN7/2LPau371Swe58Wwm+2LEc61o24reH/KbjRkDX7Eta3ytbX0FTtA5lYwvwF995uFq7D3HTgvVOA88U6CixuHAySjDRE4NkJnBz7Fz4XBOQNfYz7IjWYaN3I87Z75we263HNzyOL3YsQZ61GKub1nfrptepa3i4VXTVE8emt7d36Z8v1PZRUIraM1MHYv5k1lTaCH59nnfG2Ii204EpQ6SDMjay0ReAeSXz8NKWl0QxSEprpj7+r297HYeWHSounCgzQTUSkFQHPGoxtqrNqLVKGJ9IICbJODUQxIxEAoppYkrCRIMlF5eFzoLXcHQKQhWiDeXSDhRJDhRJEfhMJ65ILIJd+rq+itsM4zbpYeyn+DAtEcUir4G1Viuey3ajSNMRkmW0KgoKzGLYxGd+DAld6XSBRvfRxmcnj2NL2xb8ZOZPuAsfy4jb+WEiewxw+K8Bt9oxKp9DdeDETVpHvabUHefuBbW/LpTeU3Cqrzv9qdGpum2ryN0t0+rj2i8QitlQkFeGVspCsphimQ88Vd0yj1oqLSKzapO1DetsBkoMGZtUoMW9HBGzGV6sQtRsEM9pJPMSDVhnRvBeOIZ94m6RCVVY3tRpvR84q1CpFYmLHdq+bDERas8ka9bWdprXo2/o8bj6c14y6mFEQhoZsOu2aIQqUQw4fVS+oJZ8v9mQwm3lyJQpk7FT5mn7SHvJgt5NyVp3lAFEP6m2NeoH3roctlgACzK0uRR8SQ0qQW0JfU/zheMIhO2Iyj60Rj24Z8lTmH9S94A3BXA+qPlUBIvy7floS1TB7x6PkJYLpxzGGzkGqlUVhiLjWUsE1ypATM5DxDIFfkcrdL1KLEfLP/rlOzhywmHdAj9xLY6HVz+JmB5HY8gHBXb8bcnTHftD+0/tnsjqCjQA//tj5s+X9CAeyRmfvKFy7G3JEQjTbpD0ed4ZYyPaTgemGBster34UHPEHW27vxnQ/YCk47EcFzyKjOlxDZJsYIvVgnN8AagSoLnH4cb42VhrToTePnjWftiG06T3caH1dUgw0aZOQ551M0zIeCR+DD4zZ+ITzBHz0iXnH7VzcKd8P8agFQdGY1jsdokR+lymiXpFxlM5btzQosMm9keC4sgTH/i7dBHFGBseXAVAXj4g053opNPnoXu9I9H9+OuC2lREXPd70drUiok9BKb6cze8a00q2lamjKIvPe/Aaftep8wgp00W09Pne2Lt86je+D3kZf0Sje4X4EEdAmYeVIcX8UQDpEQWNAQhmQ7EbQ0IWPLgDeYiInvxQMFYlARPhXdVCBMjr/S5fQoCFWZZ8MjG7tlPPdWM2pkMiHTVTa0o8HuhWO1wONydRgY8fd6UzNtKoeCH+XW2LmNscNHfYddMxo7M05RUu5k/BfjRU92zUXsYhTQ1X3r34RxrDjZ7quCNxGBI2yFJCZimgg2eNVi88SOcuu+3RNtD7cjrq3fgi60t2OJ+DSFrG6yWhLghEbKtx6NjrkOL9DrWqx+LHoa6JOFLu4SXchSEbD+D2zIWVYnXYMZDaA6HoSVk/HvZo/jo/VYsnFKI4w6cgkmTkvXSHlz1LHxxandoZJ0gDEPCRs82vLftK3y3/MDOXbVtxT0fK52fLrWpesrW7dd5Z2wvuvfee3HHHXegoaEBc+bMwd/+9jccfPDBPc7/6KOP4vzzz+80zWazIRpNZrmTn/zkJ/j3v//daZ5jjjkGb775Zsdzj8eDRYsW4ZVXXoEsyzjttNPw17/+FW73198XVq9ejcsuuwzLli1DUVGRmP/Xv/41Rnxgig74/fffR1NTU7e7RXfeeedA7Rtje1Vvo1dRAUfHjx7Fpi+3ikLDurYaFdaXoNFQvRYLCnUdNRYLttgs2DeuwaPbsSaY3T5qXzIo9V/b7+FAsvivAVn8MVpEWCqBS62v4mK8ihti5+FJHCO+YNQYRWiDC2WyBxWqVaxfh4StFkV056uwWXGj7STYbHNxytwylB8wRXzwT9Hz+xwVirGuuJ0f3tLrRHWiOrAjLKHZo8FpRHHHaxtw9GE5GWt4dHQdoSBUT3fDs0u7basjGK7HUe3dLKa1Rbbhe/u24NUNxR2ZQd+do2OJv77TfNvbNkNKrEYspwQ+OQgTCoK6B0oiJEY8ddnCUOCC0xZGxIgjkNChSwZkRYUPQeRmGZB8q8V6DCmaXK8koy1ej2PmGPjfV2rH9i+a64AeWoZa72YYWhTVbZWioHBH4L4omRXWNeuppwyInlDNlP99ugFX+6IIyyqK8iWUOZP1sPp8v9iQx23lyEMZpjQ6Jg1EQDXfqHstZTL2+Dea4e+/estaFMQ0yIobzvbRQE0tispADSblTEh2H27bisXrnsTv9r8E388/Hk9VbYcveyVikGGRchE1gnh+89M4qXQqvI/9BPE2Dw7XDUywmvhXtoStkgURPSHqSpmWFtSGq1DnWoWERN8lk93mKDj1ujOBb8faEEqshOlsQVgLIKpHYJdMFEk+nBFbh4lfSfCtc+GVI+/BPjOzsKJxOSTDDaeciwR8cCEPuf75cPti0Fs3Y/GGZzq6P8/b93xUSTrKVTuk9mOlgTjW1niRqwdRXlTav/PenoX76qcrkWgNo9SqJr/PUsYvuH1ke9ezzz6Lq666Cv/85z+xYMEC3H333SKAtHHjRhQXF/e4XHZ2tpgnJVU3Lt2xxx6LRx55pFPwKt1ZZ52F+vp6vP3220gkEiLYddFFF+Gpp54Sr/v9fhx99NE46qijxP5R3cOf/vSnyM3NFfON2MDUrbfeiuuvvx7Tp09HSUlJp5Ob6UTv7Ujlc889h9/97neoqqrCtGnTcPvtt+P444/veJ1SUW+88UY8+OCDaGtrw2GHHYb77rtPzMtGr/QUZUIF0KfkTMFW31ZYZWtHrZDZeXE4p0tY6UmgOmLCpRki++kb4TAOj0QxPmHCkFQ8GvlmR1CK7C9VdgSlyBYAVxcX4I4gkCpDSV8pfmt7El/G9sF6TBbBqfvjJ+BW938wWWvG5d420Z3v6ewsFOoJBCUV00tiOKxEQnlePHl3yl8PW3apOI70Y6DUcbHd9jTyPfG3y4aPvd3Os8FDmVIUlLKaMVgVWbR1fdbwaL/7HTFVMeS4DXE40u78ZwzqzzgT+kd/BhJhMU2BD3MtD+LoE/8miqbTHfBx+RYcXBXuNJ+ht8ERegp3y7/A2KxTYESa8c34M3g/Jw6/ZCIo6YCaj4gWhNs0kGVq+JbfxMfWH0F2FMEaMPHr0FOItOiQlfbfVYsTytwzMXfSIThuRkJkJpUpbZj0/hWIrfVjkaxBhO3FSKY/g+Iuzhy438nzkF4zpcQ0xfnWjBiaPV7kSSoc/Kc07HFbOQK1B6CPiwXE6Jg0EAFlyIvutf2UHozW/B7k52gocZpYImu4f839ODywDRUtazEmHMD6mg+xYvNS/FBXkRvVcYs7H5JiQcwIAnIcm/1f4V9rnsd3fV7EoCIAC4oSMSwIxlGba0fCyIXTDizIPRhFWx7F00hlYpgdP14FKIjeh2si2Xh24vFYEvoAZsyOLHhwYEhBVsKBOBJwmWE8sfpdRFuWIa5TeMyKmBGCVZJRoG3Dz6LVOPCz1/HZEg3rbDEU5JaL7s+Pb30ZH1nCuFhXsDAuoaXNB18ggrve3gS/I7JTBcxP30fFCSv/AR1+WBQZtg0ysLXvGwBsFNrJupm7i240XHjhhR0ZUBQAeu211/Dwww/jmmuu6XE5+iwYM6b3rvgUiBrTwzwbNmwQ2VN0E2TevHliGsU/KJ7x5z//GWVlZXjyyScRj8fFvlitVsycOROrVq0S+9xTYIqyuX7+85+L+EfKSy+9hFNOOUV8NyS///3vxbQrrrhC/Jsyt84991yx/b/85S9i/XRD5sorr8Rvf/tb7PHAFKWN0UFT2tlQj1R+9tln+PGPf4zbbrsNJ554oogqnnzyyVi5ciVmzZol5vnTn/6Ee+65R6TQTZ48WQSxaJ3r16+H3c6po6NVeooyoX8fPu5wfLT9o+QITx//HT5PIwoC25EHA68VZkO2WxCWZSgm8IbbhW9GonCbmvha8APjDRxp+VzUjmpCHorh7bS9H04ci4mKIh5XVdd2TLdBw0SpES1mLu6x/A25UhCWeAvs0DA/quHhnGwEFBluzUBIAbaEF+PKL/4t7pT5ssYhJ79EfJgvCVV3Poa040qNmMXYUGjn2SBpr/NB3fcoU4qCJDQyndvpxtaA1mcND284gZowEDYVOCUNE5wJ5PUwr8i0ypuBWCiGGOxQbQ44pQQQC2JStoxJ+YUd83abz5KA1xmk8fWwwzsR5TR8uangMDMXUdmCyoQfSiwKXbai3JIFu6FhohlDhTYRld4iFKjNmOI0kGfJQti0QItFYIvHYMubITJdy4ts7V0b/SLIZFPtmJ0+X/tIpgNxHtJrpriz3IhGnHAiDFUPQo/bgexkd2s2fHFbOQKldcGz2R3J0THFQAQ9B6AzBaPzYIFuccOqBRH0tSJLtmOx28S2QB3qNz6LRFSHLaEhJgNPmgnso1kx36JhYvRI1OlZsFtkOAs/Rqu2DSs863CkacBUXYgZKqymiRprHDAssEnFcFoCkO0NaMjSkGdK8Jk6Emndu+mG6Qa3irNtJhRHI5xxB0xkw2Z6UGWVcIhpQ0ySkCXrqFdWQQ83Y7+ifXB4wXF4t6IFrngzzo09h5l2N1oNG56WWhA2dHg9JlRXDM9Wv4WobGCxHsL+QR2+QBRhqpuakwNfrB83P7qcf4cRBlyujF0gGeutbuNgBTAp6LNixQpce+21HdOoSx1lKH3++ee9LhsMBjFx4kQRwDnwwAPFDQ0KHKX74IMPRCwjLy8P3/72t/HHP/4RBQUF4jVaP2U+pYJShLZL21+yZIkIJNE8hx9+uAhKpVA8gxJyvF6vWO+uqqysxBtvvCGCY/Tv008/HVu3bsU+++yDDz/8UMRbKDuL9oniM3s0MEUngbKK9oadjVTSFwZKjbv66qvF85tvvlmkwP39738Xy1I0kIJbdLfr+9//vpjnscceE3e9KDr4ox/9KON+xGIx8ZNC6XOEfuEGoxAmrZP2dbQU2dzbxyvqo2xeLOoxvbTpJTGN/k2j80W1KBZvexOzQj40hYExkLHRYkWtxQq/rCIuU+VxGjZYwlPZOTgo2gIDFoRMB1xSHA4pDtk0UQqP6L5H/iP+rlRIkMTjM5Dxw7T9mYwGrJcmi+WDpgPbMQaTUYcNFgs22uzQJBnbLYoIgG222bDeYseMhCb2z2rzQ40HxPFU+arQEGoQowumHxe9dlDRQXu8EPrefp/3hsE+5oFa70C089xODjB/A6CnfTFXHDDcxdjuDaPCa2BMjh1TCrt/6adzQlmSlC0pnfIvtDS34s+vV4jpbqcLlTE33DYJxVnWHs9dTWsIWighuhpnKwokPY7WkAZfawgTcjMv8+bqHdjHG4XPlKEpOiZmySi2trePadvJOJ/Tiuu+MwN10hiMNRuQ85YF+8SdUB1uHAYF3nAUee48RJANLR6E3WrgumPS5n/XioawjOqADlXXkSNFsWn1Dhx7+KT0EyMu15r6mm83zwOdV7dNEef5/oJrEAyHxN3Ta4+fAWdRAUxXMbZ6NiffnwwZNltbgmjwReFGVHwxzfR7MBKLonNbyW3lXjvm9rYBqhMQ3dKoUGi8W9uVSVXVFry+bgUcQR0leW48a78EIbhQ74/g6P01bGx9DgWyBdX+GpiaAp9VgtuQ0KhK+CKg42iXBbcffZxoy9a2LseLNX4UWMahKlSLdXYJ+8biyFaAajmORosMSTLhcnqhSirW+TbDqkiQkSzvQDcoxfdKyDAloNaq4CNJx5ZAtah9qjoCMCMyWlQTLdYoZuomVluBqKUJ2XIRtnoacNz+ufjBzKPQVrcJMz99A7otC294I9iaJ6FNZNw2wowqkNUIJmZPwkYYeH7aGfjfEhVT3DpsUgL7WltR7Q3ilWWNOOGgo1BelDVo53+0/W7vieMdsueyjxpuA62lpUWMskoxgnT0vKKiosflKJuW4hT7778/fD6fyHA69NBDsW7dOowbN07MQ7GKU089VSTIUODnuuuuw3HHHSeCTYqiiF5iXRNwVFVFfn6+eI3QIy3fdd9Sr+1OYIp+B+gYsrKysN9+++Fb3/qWSAp6/fXXxWcgHSMFwKhL+x4PTP3iF78Q3ekooLMn7UqkkqZThlU6ih5S0Ils27ZNvFm0jpScnBxxUmnZngJTlIF10003dZtOEUlN0zDQ6BciEAiIxoeOeaTb28e7vnU92rxt2N+xPxpbGsW0aZZpaIo0YbxjPNoCYXxuL0WuE7CbbmQDOFpX8aGd8phMBFUFuboOjdK280swI64jbJSAQkdjdRUW00SOlA2Pmuy093RJISbQ0OtK8uLi6fKxOKqxpWN/crUsjIWKqDIBQdghyXF44UKTxYJyJVsUU/cpMnIMExRbanJHMCaho00qgt2iYFvNOnE806zT0BxpxgTHhI7jomOk1z6v/Bz7Few3qt7nvWGwj5nWPRAGop3ndnIAhVqBj/709YhPxOLAZ2N/is9qwqgPAzaLimP2K8ER04u7tWevVL6C75V/T/yNu/NKcfQ8BW+tb0RLQscYuy6Wy5XjIkU7k+3eKFTnVLiVZPdjumxo0S3QvFG4MyxT1xbBRxsbMNY1AapsQcJUUKdpMBz5sPpCHYW8e5vPrZiYni1hyaoW+OJFiJsK9KgVRbZcwK4iQMH3oArFcMMqObC9ugUL5pYCfhMNShnqNR2mU4Uq6QgZieR2xtVhbG57hpI/hHh/5tuN80ByZeDcAwraz7cNdpcTR+9XAndeMTwasH7Lp53en3QfbmwSy8USGkqdwKG1tTi07uFuvwdiZEYqgj+CcFvJbeVeO2Z/CLCOAyQLYNgAyQZY3UBa25XJ52s2IrzubmxyxnC6AygPyiK48qT9h3DkFmNT+HMUSaUotBfCFnUhbEaooxxKIeGwqB3Fqo4WiyLavh07GvFu5fuwUk5+Igtu1Yrl+Q5M9BlQIWMcTPzEtMCYcgxycvJRE9yBz5tWYqGUBaus4HVEEJSAImWMyOJ3mcCJcMBiJlBk5GBh0UGYYM1GYsPriCdiKLaboNDoshwJZYobWigHUPx4/PM3cOb0YnyrzIqQcwJCuoxiJYEZSjbqFRMqxiBsKHBaQ5jkGo+WSAs2hatRnD0TJ4SfhVOKI64bqHQY+LBRwp2vNOKofY/s9jk1EOd/p9/nEWBPHO9AtZWDhoJS7XXN0us2DhWHHHKI+EmhoNS+++6L+++/XyTMkPR4w+zZs0UQq7y8XGRRfec738HeNmnSJBGUSg94UcAs/XeOplGdxd2104GpX/3qVzjhhBPECaOomcVi6fT6Cy+8gKESqaSgU6b506OLqWk9zZMJBcfSA150d2v8+PEiGkkFzgaj4aE7qbT+0dLQ7q3jpWypN9a/gXqzHuPs47AxkCxW51Sd8OpeBBIBuGQL3kETzg+byNXr4TaB9XY3diSsaKU7SAYQNAy4DANvyHEcEPTDqUfEMdUlNNRSmrXkR751k8iWqi6KQDaSx1mj1cCAgXeCtR1ZU974bNRBg91SA8lUkKvEkY1avFOYD0+8FV5ZgR8ysg0DubqBDxQNh3kDiCpB5Nns+Efr+9hh7EAoEeo4hjClpQM4MPtA1Ifq8UbjGzik/JA9mjU12n6v98Qx0x2UgTAQ7Ty3kwNI8gGhzZ3uDMZ8Ebzu2QHTkQ/V7kJDKI7HvmzFnGnjOjKnUu3ZiuAKqI1qx9/4KYfki/ka/TGUZNu6ZVp1yrKi2giGFbd8fiYsZgy5DivaInEkVBt+O2k68vO7Z2ltbGvFNr8Eq9YqumTk0M0l3YTDXoAc6saXnd+v+bbGrfjvOj9+EW5GkRSFZpiQAiYc2TmIBHwohARVluA37WK+6ftbMSW/EL6EB1nBVpE9QCKyE9t0SQT26Q6joMb7N1+avs5D1/OW0tP57un9SWVK0ftJI3MVuRzwxkN4fc0OfFfZKLoXddwhDsUAt5ocmXEE4baS28q9dsxqPNnmRrp0EUpru7qiv9dXVm+HTd2M1aaJuKrCGzHxjaCBYG4Csw+QsdS/ET7Th/pwPQIIw2t4MTahYytMHBGSURSTkZ9VhCbJgYdWL0eztQIJMyjWLyUk7JBs2CofjfMOnIfZuXEctPQ2YONjVPYcb1nC2KgYyDUs+G3UiqgSx7NKApJuIGzU4Xu6BSfEJdwi+1HhtyKnbTV+nHBCUezA8X9ATdyNd7atxbvVjyOa8FFHakAzYeoe/HPlV5g39mBMlHxwxXxYoYexRacRoGVUKj6YsKFIsSIQTtapoe+XR06aivylmxE0JHxuk7DWnsB6w4RifIq6L2d2+pwaiPO/S+/zCLAnjneg2spBk8qQGuSunoWFhSIY09iYvLGfQs/7qh+Vjj4jDjjgAGzZQtWFM5syZYrYHs1DgSlaf9egD920oJuJqW3TY6Z9S73WXxRrybTP6eh3LtO0gciu2+nfNip+RalalMZFfR9HY3FHKlDWtVo+oUZhsBoGOs+Duf6hZm8d70bvRtQGaqGbOjb5NolubyZMRPWoePTGvJBtuahTgWCWCbXNwFabjFqLLIpLxiWTko7hodF1qYC6RcF2K+CKRtBs5iJiWkHl0euRDxkGbh1P/aCTf8i0fqP9v1vHl+BHtfXijnwVSsVyIdMqakyVoRGVVgU1FgVhyUSbQssaaJMBq2GiziKh2ipjkg2odTlQG2lARI+Ifad1e2LJO06U4k3HSPVg6Jgr/ZWYkT9jj57v0fZ7PdjHPFDrHIh2ntvJASTOvwmodsBKmTwmdD2IUFzDmDwrvIaMApddjDbXFIhjanHy+JdufRMVLatRas/Hmsav8NSS5/GNfU4UdT6mFmdjag83rb+o/6JT/Tma94TDDhR1QiqDmhjRjorZ0vRMxuQ4EHGU4P/0q1BiB7yRuHhvrjv+AOTllvV7vqbKFtRoOXik+DrRJcQwTNEl5pRyN16sCKI02wFZlhAzLagJOJPHXl4G3/H/wJ8XfykCRXkOKxqjQEQpFNvr+N3I7ed8afo6D13PW9dl08831aH5ZNOr4n2h94fepxVVb2Ph1OTgLHQswZiOCXlOGlQQ2XYrGnwadKsOOe33AFo0+fsx0n7nua3ktnJvHTO1Uaf9K3mhG2xGXasXrVEJOS0eyDuq0RS3otBtw8R8Z0exZfp7bTQrxd9ngaFgnUPDcoeBeETFdcfsizGTp+HgJqcIRtP3y3+v+zcqNBNtWg5ikgd/yyvDr6ZdiqkHTkV9swXxSCEK5JOw3RsS9QAp66gk14VmYyJyx83A+Dw/8HlU3KxYqgIVCKDUMFGRnYfVsy7Cpu0fwO6rRLF1HzTGDWzKKcfqvJmo+OofKIWMCsXECgALE1EgqwST8qdgGgqANW3QYnHYVFm0K7GEibBUgHojD5NP+xesiSAWv387Gn2VUPV86PBhQnYJfrXwIihSMqhOwfW5ag6w2Y77VB2PWUNwQsIYjb6fNiARrUBTYCam2hs7ggnVnjC8nhbktdcf9M24AvkuK8aNm7jTRa1H2+/2YB/vkD2P7XUzk9332jOl6Pkg1W2k2k0HHXQQ3n33XVGvmlAghp5ffvnlOxX4oRHz0gdi62r79u1obW1FaWnyd54yrqhAOfUco30g7733nth+qusczUPFx2nEvlTQiMoXUTe73rrxUUZcJBKBw5E8b1Q7am/a6cAUFQl//vnnxR2iPWlXIpU9RQ/To4upaak3P/V87ty5g3AUbKgTo0kduEh8eUjoCVT6KqGZmvj+L0uy+CnPKYc9EcLs7Clorq9Hc10jJnneQ0v0c7hNHXEJ+HY4jG+FI7CaMiYmTNwlHYtX4vNF4XPS2P548I56LB03NrlxijSLaLMhppMYLKg2S8RyVDh9nrQRt2b9B5O0FjEq3yqbFU/mZMNmmEhIMvazLMSs4v2QtWAOciZMhV1SsCjagGgiKo7FMA3xI7rvS6o4FotiEV8kMo5CxUalvdXOs/7fGaTRipxWFb5oAoZqRUsoLgIlNNod0X3bsfiTm2CYUbg1CR7o+Lzpdry33IbvHTavxxGSRI09GsachgHf8AyKg054QwnMz7Vh3oljOkbU66mILQV5zNgaXDILeOmrBHb4NajtQ61PmtR5m7SOcxZMwEPLdqA2WAS3zSICPWI+fz3KjBaUWtchEC6E6XRjR3w7cqy5gFuH3SqjKt6IMts4BMMBlFq3ocwoAPwJTJo0FUcfZmsPICVgdTTjgvkTuu1zaj4amnyHPyzOJ+037b9pLswYZKDzRkV8UyP7SZoPK1Y1Ic9lweLar4dPn18yv8cMVBqx65VPl8Oh3g7dqsENBUHVFO/X/KL9oeSME+eY3s+WUAxFLit88YTYP3rf99QdYtY3bitHKAqC+OvR/NJ1iPq8cJgmEkYCJWhFQi6EJlngdVmRR5mKpz2Ewiwn/K61oNY3SzexVTWgS8DLTg0X5aqw0oAQpckLyA2tG0S90jynE3FbDA7diVy7ifL9i8R2S2JBuG0ORCPTgHAYIcOEVZZh2myiLSvO+jqIqat2LJbbYBgycmHCYxp4Yvu78MV8MGQVjVpQPNZEPXiy8QtEJQllkkWMbrpYSWB+QgW1UqJOkdKCHHlfBCIRUQhd1C+ChOwCR/JzJbsQm1o3QHdEkQ8ndD2CbMWGLIeJImdR5xubnq2Iq8DrtjASEhA0TWQZEjRap3MpSuQjged/IYIKNKCEGQpjqt6MBhRAFyOWSvDKTqw68h6c+I3khThj3f5GqdD5HhyVjzJbzzvvPFGE/OCDDxZduEOhUEfta0Ij1o0dO1Z00SZ/+MMfsHDhQkydOlUEl+644w5UV1fj//2//9dRGJ26cp922mkiLkE1pn7961+L+an8EKGuf1SHiupsU41sCj5RMIy6ANKIfOTMM88U67ngggvwm9/8BmvXrhW1tu+6665ej4n+zum4fvnLX4oSR6lu6VTQnLodDvnAFKW3U8rynrYrkUqKHtLrNBRiCkUPU309qUgY/RLQPKlAFKVQU4X7Sy+9dI8cFxtabGlfHsgROEJ8YFe2VaI8t7zzhYq/Hmu8rXhhE2UoNcOiAlkGZUgZaFBVHB6JivLmlJl0hvwhXpfnQ6bajSawxixHBBb8S08A1XWiELrH7UJ+sE5kUhH6/x9jZ2I9kgEj2vJFltfgTnggm3rHqHz0BWK8rqNNlrEu5EWkbQLG57gwRXXAll2KBUjecTrcPDzzcTA2RNp51v87gzZXDk6cOhmvVAREppSzPaiTCr5s8lSg1ohBk4CtIpNTQqtFh8WoxWNfFPU4QtKyxmVi+O8yeyHWVn2AVcs/wOyoBE2SkJ2Th0N/8oS4QOnJkso3cN/Hv8NPwjL+AhWSFT0OtU6FgqPRz+EqWoyzxnwf3xx/SEdQKvLMT7At4QHscRzvlRCPy3gxR8echIpPasZhjrIdH1s0LGxTQHmoL+SZ2Pa/R1FiyYfjR4+KANK8whg+rv0cLzUsRjQaQ1UVrX9qj0OTU4bq8nUabt5m4NJv3tyRvdQVnbdyWwDNj14Mv8+LbNPEKruJtYVAWeE0cf7oPGYa7TQ1YpdbrkHYokOXJNGVh8bRofdrs6cCM3LGiW3Q+0nz0vs7JVvCiQdOhm1Lzh67Q8z6xm3lyFXd1ArN50UcKjTVBjnmg4oEIFsQhBPxUAIOaxu2ezdCcxXDkRWGFpSxxZoMStG3rGYJeLLqfzi/cEbGG6Ap6TcHU3/7d7+zSXRt1g0TpmkggAoUFn2MFn0CpqrJ9MtNWgC1akRkw2+UDLRFPVADtTh35rkoc5YhEUjAkmXBjtAOPL7mITRLBhKIwWHKqDXj2CxJmNE+EvVjm+7Hdw84FU99aIUvkhxR2qIAc8fndnxW9LXvHVQHnrRJaG7vRUDnY6OV+gUAeVl+xM0abIm3ocy0ilFOXaYCCzTETBl+04l8qw6nEcbLK7Zi3+nT+zeaHxt9BjEIlckZZ5yB5uZm3HDDDaLkD8UOaKS69JJANTU1nbLMqFYgBZRSBcgplkFBH+r6TSjpZvXq1eImR1tbmwg0HX300aL+VHom7ZNPPiniHdS1j9ZPgax77rmnU43s//3vf7jsssvENiihh/bzoosu6vWYaDm32y2OhbJ+aaA5CmxdfPHFIrNryAemfv/73+PGG2/EI488AqezvdjYHtJXpLJrlPLKK6/EEUccgb/85S/ibtYzzzyD5cuX44EHHhCv08U5Ba1oSMZp06aJQNXvfvc78UuRCn4xRh/Y3bpntF847dPYjB9aDDzo0BGEhjpLcjSUCqsVGy0WzIgnAMlEsTWKcfEW7DCSmVIUbLoodhX+aH0I46WvC52nAlJ1RgH+lDgDr+IbHdPLpGbkySHxb/p4r7BYUGGzIi5J2GZRUaAbyFcr8UP/bZjykYzIxiJxgZZquDMeB2NDrJ1n/b8zeIK7BBNK60RNJOp+lv7lfYp7HBZpdvhMG2r8BlyyDpcZwYdZpVgV1ETGT9cv+6lsKcqqtElOaLqOd10K9tGyoOhREYQJN7ViYg9fBmn5+1a9gG1GHM9BQW7AhvFuGYU09HeX7J5XP1mB8R8swpK8IJrtJlZ5/oIzt9BxPow3vtyK8sYmPJdvolo28WGODIuUQIMKvKRoKJRMrLZrSMgGlucaSJgqqmUDzyGBsY1NqPxyK447ABj//iKsitejWdWxpOkO7P+hG68e+bfOd+DbhyZvMS2oDRp4Li+Cbe3HMX/KMT1mPaVftFLWwrsuvzhfNjgRNNt6zJqi8x6KaZjmLsMRfgUhyYGQoWBCtowcKYbJ7uQoPenZWQ2+iBiVb/aUscCcPXuHmPWO28oRMOS8FhFdyVqCMRTk5nQEr+k5BZ1N1YEorFCQ/LuL07icqgvheBAvyFG8vfqf+OkBl+HGI65F9Y6t+Mv6uwEjDLtsR8JM4Nnq13HW3EtgVa3dboD2dOOT/u4pY3J8vgyXXUFbogYx1zL49R3JtmX/y6DYsjAl5sciwyLaoX9bdWxQrBjjGoMTJp8Au2IXNWgoeErlKP5X+QpagzswyZBwnmaFFRImW3OhK9aOLFmX8iHy8g6E01aMbLtFdJ/e0BAQAXX6vEjte483bNvFnQV41u0AwkHYZQsiRhS6xYlfHXgNJufnotlbhX9YQrggYYHbtMGpJujEIgYrorAhRnVVZQ3heOfPKrqZ0drm69aVkrE9hYJDvXXdo4Ll6ShjqbesJepC99Zbb/W53fz8fDz11FO9zkNF0z/++GPsLMriop/0AFz6Zxz9pHv00Uf7PO49Fpii6BylmVF0kKq0dy1+tXLlSuytSGXXKCWloNGbeP3114uhFyn4RCPyzZo1q2MeSpej4BZFFClS+Y1vfEOs025Pdodgo1unbi3pFxpaBHrEj6iposiw4xyfD3VqGP/NcsOhayKLaY3Ngn0TCXG3KCvRirtynsGlbWejzUx+ea3BGPws/guMkVoxFh7kam60xRegDgVoMAsQlJyYgGRXVLcZxo2Wx1EKDyQzITKxPIosakpN0BKIyTJOCoRRpueiyMhG1IyK/UtdwPR4HIwNsXae9SDTl2/DEKPH0ReWrnUgbIoVCwwLIqaMTTEDVlODU5bximp26vKXbpN3E2r9tSIwVRveAVkC6i1ApU3FtJgDhuYXF2vtVT+6WbzxI2zwb8V4HaiymfjKLkEOmshSDaRX0KGLHLoTfqw1hG1WoECXsUE28FnUgwlNrXhx1Q4cazNQZQPydQWrVR0WCXDqQJMKlEASNf2KNWC1CiRMXcxXZTOw1mbizVU7sN/YHNF9ZYNqiPVvs5qotIbwZoY78DHNQF1QFvtL+/3/27sT+LjKcn/gv7PMPlkmW5N0SdoU2lKgha4sKgjKIoosV0VAUYSqWLziReEqrteriFcU/mwqiwgIgmDYd1GWbkBLKd3TpknTLM06M5n9nPP/vO9k0kkyWVqa/ff9fOqYmbMPeTPznOd9nkID8jzE+Zw/79SM55r+pXWnQ5PXyRQt2UP74HQ45XXc0b6jT92+1BQ9f9jCgqiKkJlATNFwpKnCJbpQackvryniOGfmuw90TOSXsDGFY+U4D0r9/XK0tbUi0RmTv89hxYZXl/0QH198NIqt/YjDQMIIw6mJvPaYXM0uco4SndjhjOBOVwxmoAbP7n4W/3PS/2B/aD+iVjKbUQRjNGhoi7ThldpXcNbMs3rsXgR3ntjxBJ7a9ZS8YbiseFl3sEcEY0Szh4XZYQTUrWhxPwsDEfi0omRGZmgvll9wNxyJMESIa/X+99Cy+R6U27NlZ7yNzRuxdMrS7n2Jn5vjAZTnzUFLIgTb/K9hWeECGdhZ3bknmSXrKcUH+99F0L0ex7jORhFmy/p9GwNuGRy39IbuQJSop/f7d3+Pbx//bZxQeqDjWMrLNS+jLeaHpSSvgyCuS5YrgcVTFuPr79yKbaqJv9oCWKm4oaQygRGDE1E4REl3I4YyrRVTrQag1Y+X1u9A8aqfIdsMyQze9KmUHBeJJoaDDkyNdibRQJHKTNG6//iP/5D/+iMGWDH/U/wj6m1tw1ps3L8RJZ6SPtMzRK2PhKrDshR8tHM/flHgkrWepicM7LDruMPnw7SEiRMikeQXSM2P2713IxiJIdH1qxe0nLJ21GtYhFmio5OloADtuMV2K7xK8o+5jgQMS0GJPQLNBGKm+KiTwP052fBrKooME4q4e2XX8YXm/dhly0VCdcAmFu49PcdTKh9FcOq8I87jlD4ak+M8Hb7pf65oADPccbR2JtBuOBFXHD2m/KVLn6bRuK8axmu/ll3hyhIJKEYEqqLIO9WZiHWe3f0UTMtCjqkgpFpY6wlhUUhF3NB7BKZk1lAshte8lpzK5jVtCClxPKnH8LlAuPs1Me0j11RQr1sySOZQk8+Jpg+C2IeomSJySGeYCppUC695gc7OGJoCYbk9Awq8lg371bjcpnitd7ZY3DChmjGs9YiaKsnj32OZ8nzOnfPRjEF8cR3ElyPFCKM86sRFhiZrkGsLvoIppeX91u1LTdN5+s0WtBsOOc4Xu0VQitPyxiOOleOY6G7a2YGGTtE+xoZsJYxCYy+yV38P0a3ZKDBFfdEmNJq5ME0dlmIgARGBjsOldOJ5nwm/AmRBweamjfjHe39Crs2LXHuWzDQKJDpldpH4zHjS1JO6g/Ji/BEB6sb4Rvx+/e97ZKr+ceMfZZBqSvbRmK534LKmG/GnvACiLsBmASWBCGq8hfjT+r8hb/GPcWRRSXL9D/4IU1Hhc/oQDATl9hYVJjND07fv805BMFCLyqa1WHLEZ1DVHJTbiiQSKHU4sSvWDEOz4Ardhyvbbei0XPi/rO+hMb4Jf1pzvzw2cWPznk33yBsZ4jFfPwrNgXiP2oMnTzsZ31jwDRnAWlO/Glm6R948cYba8cT792FT+w653FY1jv3ZEfg6DMShw63E4UIH1LiBQrThu7G7kPfCXxBNJFDhj8NuRhHXPPDDJadSuu0dMjhHRJM0MCVSlokmA/HHXPzRbQo1IdeRK/+od2cbie8QuoqpXgX7g2F5N77WpiOhaKi22RBQVURVBQ9le1GYMHBEIg4rUIcSRUdE1bDLKJZFJcWXEqcSk8XVU8TP4vmoJYpSGihX98OmJmBLJOf079VtiCg2bOuaxrfLpqPAMOX+q+0WnGYYhV5nsqtK7w8lTh/2t+2XH4aKvcU4sXTkC9vR2MdxfuxNNemWNnVBtCjfW9+Baaa9b4e8tOl/YgKxvzWEWFjBDcWZg1J9auxlzcT+VXfL6XumFZBBKVFjqrAoP+O64ktKe7xeFlbZqyuyVl6TFkODXcdsV16PgIvM1nK1YJ+eDDQ1iLbmsFCnmggqjYi7/KjVxTNiXIvLOlliu2JMFY+iXonITvKrSrJhoajPZIvDbgG1ugqbK4CA0oA6zYRlWnL7Kiy5P4ertWe2mO6SNbAawk1o0pJ1VfZ2daQS55Mp60koK8rH/hyfvD56IoDjDXF98lE459RB796npui1NsyG7rLgE1NSer23vdW1h7GtveXAlM0B/rugkcOxcnwTQemECcxEHXQrBjtiyDebYbV1yLpOKgwZFHc5NGRl56Nl2U1o00pQE9+G7dt/D11kPFpxtAf24pYN/w9HWBpyFAtBBbBUyCz1W069RU7je3RdDe5etxqxcCE8Dg1K8R9lkfIse5YsiC4ynVJZ7f9z0hJ8fmEBqtaEsMUOmSUfU4HtZgz+YAj7/B/gW489gyuXfgTzZwa7M133+PfI8xI//7N6I+yduYi1VWd8/Y43X8dT79ej0b4dUIPwh9oh+lCLL4ZbHQrW2hQsiYbxHwvy8Ebzs93HljAS+KD5A7m99Y3v45t/fwRm6IiuJhPL8R9LZiDbno0vzv0iHt7yICzTgC0agAcK/rr2JmxWTYRV0bzDg0giikdnzcX1c76H6vodmL3pFoSCHQiFDeiWASXSiFhcgw4TU42EnIEQN/zotM9BOC7+v5g+TUSH4rLLLpP/xl1gSqSbMrOCJhuRWST+xcyY7GhX4Cronp4xR8tGlcMJUcI8S7GQ6DCwoi2EBsWFNnsQT2Q54TJM7LTb8N9F+fhuaxtOiEShWKIOlYLZqBcfd+SduHx0YC+ShSzFb5muKDJLSqRAz1LrZVpzlc2G2XEDa5wO3JWbgxM6w3CbJnIThpzG96lABEfH4pidSEDPseBwWLAcXlSFGhEzI90fSsQHC3/Mj2giigc2PyBTxzmljwSO82N3qoksdp0ismouuBuPbU/gL6urkaNG0WHuw6XLy/t22uvqLJUKYKhGBFpnA1DYswB4RtklKLzsAVlTavO+DvnUvBlTUNhP8ENkW1279D/x2rYGrPlgB4xEFJpuQ3jZUrgWzekRNBGBlQuPXYLomgehWRH5312W04ZcbzYWlh2Dxtg8/G1dWN4J9+rAUUUh5Oc40eiPoqZZfJGzoSRWhhkFOZiS7UBLRwQNTW7EE4Ciu3D+0k/gpDIdnvX5aA/7EYgkYFkioOWCY9ninoG57BJZiy/8zjZom9fCkYhD0x04bf4ROGVOcf/dSrNL0PmZu7C9Jjnd+qjSnGTQbojBIfE+iPdDTF4ZLLD0+Dt78eKGKuzyQxa5v3KhC+fsuCHjfxcMTg0/jpUTh8h8dykRqGa8q3qnIj+bKZYpg+UWVATUbATiCrLNBKbOPArFuWW4+9W7EbMMqKqGWCKGqKgOqgCbFRMiBN8GC5pik8Gmf1T9A4vyzsYf3n4RbY5nUeb8DNojUewPbIOua4gZMbSFW9DUWY9y7zRs3b8R63a9gE8efQT+e4cCh6phttiWFUNRzITDWoAW1w4YsQ7ZHOHGafP6FCR/c0cLbn2+Az61DW2mio8e/XmctPDATYVGfwx3v2JBt6agRF2KRryJRMxAnqJgimpDu25iXb6Gz4R17C9pxtbNm1DqzMeWpvdQ1bxZ1qxyai50xiPosL2I6T4dNdbT+MPbfhxf/gU5xorzbo60yhu5bTLLVcFmRdRjFZfaRFwcr6JgW7AG4TwNR+cfh+jGBBqjDkC1o8Bole+BqN2n6Jp8b8Q7olkJaIkgXIoKm3bQ+RVENIYN6Td6/vz5sq7T+eefL7vj9WfHjh2ymntZWRmuu+66w3mcRCOuNdIKt+6Gz+FD1IjivNnnYX7+fBngEXPy/1BUhBWzL8RyWx4cT30Hy9v3IWrW4xceL5yWhalxA+86HWjVgCe9HiwJR/FklhtPeb1Y0d6BZZEIpqnNuMN7L9Yf8XUkNDey3F5MMTow6539sCwDdiSw2uHAXb4cfCoQxDsuJ6ptOupzsuAQ+0iY2GtTsNuu4TJ/J9y6Bpx2PVC6EGtat+LO9+/CmbPOxLeO+5Y87i2tW/C3bX+D0+VEXbCu385RNPlwnB+DREBJBB90RzJw0fWzKLx9/+p28Q0ZU7wOtHdY8gtKn057GWqoBFQ3nh5qC+7sEqzbnsDT66uQiIXgXr8P5y1sxFnHzeoTAEllWy0rAarmJ6erxBIm7LqKqqgI4vd03kdPQPWMB2Uh23jChE1XZeFhh68MX1gKLJl5pdzGhpo2rN24Ge3VIbjtOr44Ox+zs03s9Kv4984WVO1OQLe78fFjj8LCGb4e00mmnPoH6O0dyEnbfu+ufEJVNAsFM47GN0qPksebvo2M/PWyQLuohSWK84r9n+OegbLZQwsKicLvZa9dPaRaKWLqz1/W7MEUu4UZPg/2d8Zkfa5PaB1wOF09/rvoXWCehgfHyglCdC725KAwEoYWNJEM6yjQVVUGeUSWksiZksXP40Z3do7MDo20y0x6IaqE0BkLoBAaLEVBjqVAtRIozJ4p6zq93fA2itWT0aa+BVNrQgveRMzVCUsRGUDJwFQ0HpJfyOwtVehULFS+8VNkLf4O6lQLonxgJxIyIzQiMkftdUgggIRrPYKtc9DWaeHEimU9xozXN22QwbUpXkX+fXh9kw/nzz+2e1x7K9KMcHQTpvtcqFb3woQfUdNAPiz4k6E5NKoJ7LapqNz9LMyOvfCZQLNioEZJZrom5BWyENfr0ISXRY6sPMf6jk+jPN8lzzvPno2CzlbsVxXkKjqaLdETUHQtVOHUnfLvhsfmSQbVtGQGW9iywWnTYBnJzFsxwVp8XdU0XXYpFDMJ3FYE2V6PfP84/ZlokgWmbr31Vtk68Jvf/CY+8YlPyK54onOdKBAu2iBu3rwZb7zxBj744ANZ/+kb3/jG8B850TBK1kt5Vv7hnJ41HbWBWuxs34l5efPw63W/hk21obpzX3Ke/rFXIW7LgmIZ2O2wySl1oq7JNrtNFkG3WRY2Ohy4PzsL9+dmy2kpMlAVicr2uFPiNfjElh+jzVMBX2g3dMWEZcXlnSHxQenJLA922G24Od+HLNOEz7BQY9ORLR+Td2332jRZ1+oY04KaPRVGbpmsOSCyu3Zv2I1fnvxL+aVRFNlMPycWQqcUjvNjmPjgbe+a7pWIysLborNbmc8FRY2jwGPHnrZw3057aTVUYoobHjVxUC24xRecp998F98N/BrZSgSJiAn8W+nT8bM3sd31e9rkujKgZddx3sLSPgEtESR6++3aXsslA18VhcnlRFAqff/quxZcWbmY4m/HCSK7VFXhjzrxfxu/hzOOPq17mlufwNFJx2NRea+Msn6WO7GioP+LktaR9fti2ktq/29+r29gsJ9rKq7/960QLM2BoKUPWCsl1cUvJ9uGNlNBgceBUEsCcbsJR6//LmhkcKycILqmO+c0b0f0qf+CZZpAqAE2ywDMrvoKigIjLvrEyVyd7uzQby/6tvycKG743fn2bWiMfIByqLI7aCMMiInVgXhQBl72Bffhff8rMG11UAwfgloVEpYK1fLC69QBM4bOWAe8ULBfFdP2FGy3RPFzEyuVPBixkNxv3LDwVtTA47Y22JGPgFWNEtc/UWoWyuLgku5Co9+W8e9Da8MeVGjJIE6p2YkC+3bURoBOdw1UIx+K0oHPmDqOFXMbRVanGFbsHtSEmxCxDOxRRZhIBIsseCxA0TyIx0XYSEFYrZfnJs6xKb4Z29uK5XmLJhwBUR8QFhqtGNyWgjmWijp7DqZ5Z+EbCy+HTbNhTt4coKNOhqBEAXQjLqZti/mQImcNUC1DZuCaOVORMOLQT/kFfGVHcgoz0WQMTJ122ml4++235R/aRx55BA8++CD27NmDcDiMgoICHHfccfjSl76Eiy++GD6fqGZBNL6ld6dKzcmv6ajBg1sexM62nfL58uzy7u4o7uP+G1kvfRc2eHB+pwbLDOM5T0h+kJliJBBQgQdys9ChqfAaJt5zOrDW6cCyiPgyYWGXriBXVFQxY9hh0zDLSH4oqvS4sdlhh8iCFoXORSWW8ngMHaqGoriKi4JAXHXBhB1GIgvhLAUeb6HMhBI1C1RFlTUM7v3gXuQ4cjLWGeivhgpNLhznx7BUwKLrURTe9jjCaO6MIl9X5GOmTntiytE2K464ZYNm8yBmReBBvE8L7v7IzlCxkAwKxRUbYpoDVldH0oGyc4Ya0BpsOfEFq/f+tUQAbkPUdVFh6FmwEEU2kscpz8kRGFrg6FADTGkdWcW0wT77H8I1lUEwVUWn6oClOGXbefE+HSOmiPVaPtXFryMSh6nb0dwZQ4ldl1OQev93QSODY+UEIsaiYCMcLi8c8RCgJbt8d8Z1tIXisIw4NDPZ+KE64MGezW045+RZ3bX4bn39Nexs6UCWBVRD1LJT4FMUfBE5mL7gW4BbBHwU/GPnP5Dr0hEMZSFmhOC2vPiPqWdh2cwCxAP12L3+Hsy058Kmu7Al4cezlh9+m46PXPDgge7KloE/vXYTEh07YMZdgNaCgKsS+/75IspNuwydVTlcKDnldjlm7O+MwKu3Yn9nHqbp7XCt/pnsdKdAQYMah+6OImyVyUwwO3xwOqPYUzwfVyy4CpqSDMJFFQ2n73gMT7VV41NKFmZrWdgdb8fMWBS2Yy/CmiYFj9Y9h5AVhB1Z8Ljasa75RZw5+4bk9MJgE/DGzaiJB/BXPYaYZaHZVBAIK9gWacGG3Ql86yMny309vbkNZQEVNjMsG/rUKQVQNBt8bhvynKKwoCEbYDic2fDk5zIoRTQBHdTk3JNPPln+I5ro0rtTpQerntj5hPyQEUkk66KkCqJfUXwRTMUO1bAwP2JDtRpDQLVDceSiNdKGhGKgVdOgWckuUiFVw7052Vgc2Y93HA780efDl2M26E4H/pSbhSvbO2S21C154kOtJTOvxBcWUfx3u90Ol6KjwZYHt9GGmTEdnZYKu6JBF9laVrLYeSgRkiniuqLLQpWi1kHvc+qvcxRNXhznx15nveQ0ra6MGEeWLLz9peU5ssZUYzAKRXHg0gyd9tY0b8Qd7hg+FTYxJ6bAriTkXXiRmdQ7iNWbCGpFlX1w2TUZMBJBoaBlg0M1e3T8/DABrcGWm5KdJY81ff9e1ZbMYlBtyZ/FjXUzeuCcEv6hBY4+RIAp1ZE1mrZ/cZ3E9bKs5BfR/ohjTJ2THVHELQNVziiecSfwjeaNWJ7fc9KjOI5Ll5XJGlM1bSFZY+ozi2bBsSOnz38XnNIysjhWTgBiuvML/w3EwzI7B6oO2D3Iu/BmbG3UcPtLm6CpCqZkOdEYAdo2hDFvTlD+XorA+gvvWfCq56PEFkQ4Gpa/+5csK8cZFSfIacmCuElYF6iDx6nCZuuAkdBQGK7BWTX3Ye4eXf4Of6yjQdxxkNn2T1kRtKoWnq17HSfOuaA7o317yxb4tUaotgDcLshaoQHDwgO2BJYphVhndOAuaz+ujL6PMxcW4Yn3t6PWfAdB20ycXpaP/6tvxQo1C0u0HFRajagRUwltTSjQc5BAE4LxDmz278YOxcDcvCPkPnXTwHZ/NdpUCzutCC6LOfGxxj2A6Fi46h74bBrW2qPY7yqApnfArmnyhmdNoOZAI40pi7Eo2gH3ng14YI0I3+nwuvLgj5h4/j0LZ82VVafwhw1h+LKuxRQn0BgIwzCBb37iaFSIDNb2GuD564BYZ/K9evZa1tUjmoBYNY5osO5UXVP7xDQ4UWvKFOne4m5/+4GC6LEyP/K7OjSZCT9mKsAViVy8i4+gouVx/N1noU1TuzqriAKOwFa7HVvsNjlVT9SNelNzoUNN/v9/eL3wa4rMsEp27BNFKrvapyeAyztNNMz8OPIanpPZWV4lhjyPXc6339LZILO7/FE/4mYcuqrLAu6ittQtH7+F0/aIxou0znrduu4SX7gYWDgjB3vr92NaSWGfrnyyG2fdv1CjWViTk8DCpk5RbxZh1S0DG4Nl9qxpWIP7t9+F4+acDKxTZMBIBKVEJ9JUx8/+FGU5AGcr4hEDMc3bb0ArPUjTO/C1pzWERiWCjx5RALyT3L9dNRDOsqCIGTdZFuzBiMwAEIEqsZwIKOlWCMUZAkeZgnG9A0wwI/K45fEPINWRtS4YhWVE5f6PmRPA/dtvhsu1YsC6feK6i+sfes0NpxGCS4liTY4l3yfxfokW7r3H6PMXTcMRPgVBOA905Ts2838XRHQQUvXZHN4D9dpEsNeZDWRno15rwbFZIahKHFOcFgx/LVobREblfDnehKMKZviOhaoq0DRLBo9LHIVwWAaslipUBWsxM6u8503BQD20f9+EmZob0N1AVDSXMIFIAOusELbaYyiFhq2B6h51QMuyy1DkLpI3GYu9BegIKXB1RlGnGliDMJ5SIqhWDNyz7WHE7C5MmaYjFuxEwv4s3o8VydcqEZEZ9luVBKaZClptLvzHvAuwet9qWYNUbH9G1ozuyyP2v7V9J0pNFVsRxbpIE5YbcUCzAc5czIKB/4xbME5YAWSVHLjhqbi6z7/COx0ORw4KfKejJbIJM3xueb1ynMnrJa6j4Aw3Ykq2Jl+bkuVCtd9IjmnZBcn3RQTDxPvCunpEExYDU0QHMbVPZB+5bC45Jz7VDle0AS4vXQxnVwcrUf9FTLU5KhZA2WMrEdHaAeTI2lBRMftCEYUxk798b7nc2OqwoyRuYIfLhnrFgZJ4AuudYka+gvwEZPF0t5mcoy+m9NlhYHrEj9PrX8b+8/8PTTG73J9oOW5pTliJdpw7+1w57bAz0YmEKaaN6GiLtnHaHtF4M0CwYVaBF7lqDHl5fYNM8gtFYA9K847ErkQIWxZdimn6EbIA+DldBcDFHX/xpaB3sW8Z1NpZKbt4FovOd1MKgHBABoxkUMqRhWq/iX1tzRkLhTcbHyBQ+Ao2hoE5kZ4BLRFwqktbT9Sesv4N1CidKDadmOpVEYoZ+MUzW1CVaMZ03Y9TvTmYokaw3h7HvY44To378E9bEF9xKDgupqHD9ODlHX7UbtmECn0/bjQMTPVq2BuMoEaNQJyt2E8qy0Gc81QrhLJeAaaNTsjjbjYWYTZ6BpdS65VqJsodWShAAFm6ibihAa5c1NvfR3Vzdca6fb2vsyg8Xz3tz7Lw+97EDuyq+QtKdbd8v/prSDE114W8vDyoohLyIP9dENFBylCvTfy+Ttc78NWmrqnG8qakgtJVhUDZfTKjU0yZE1OpRe038SiWP3rVLwEzhDVqHHfpEaxQ8rBcTMlL/c627gJMW3J/4p8IbouuoTBRqVsiRAUfVAS7MvJT48nG5o0yKCUCVNUd1fBqDky3VNQmorg3sRf7NRUllokP2rbAtLmhQkO5Xo5gxI+Nba2YHY9hi5JAc8wPUzSDUBwIaXasqV+D5kizLE8hti/2I8Yg+Xdgy8Mwgw3wWUBQASrtJpYoKrSCIwC3D45YCMsiMaDoOCBvVo+mG6vjrcnzTzhlk6DSU2/pc71SU9BFl9Ibor+FuykkpzmLax1S3MjSFojJ6wO+T0Q0cQx825OIekzt++9l/42L5l6EPGcezjviPEzNmoqnqp7Chv0b5IeOstlHY9HCRfJRBIwciKA8YeLrbSF8rzmAI6IJ5BtARUKF3VTwuDdLTtnLNU10Kir8qooc00SHqHeiqpgWB3ymgrKYhf/e34HrWwL4RlsIZXEDRjSI6cVTuvcnPhSsCdXgpnU3ocRbgv9efuBYxeO3j/82p+0RTQKpwJKYauzzTIGp6lgdfg8Lj13Y3ZXusbdr8Z1HNuCGf2ySj+LnHkGt1q0o9ZTKYMmmj/8nvJc+CMcX/wJ87s94+oif4+qnGzKum9q3Hy1YXWDHtBwVc3NNFDgt7I/Z8eNnqnqsJwqd1xXn4KHCOAL5cWTpBvaGNIjWEOLOerPqwzX6RWg86048e8RSVDmz8GJOIXY6vPJn8bx4XSwnlhfrifXFdsT2xHbF9sV+0s9ZHIc4HnFc4vjEcYrjFcctjj99ynP6euK8xfmL6yCuh7gu4vrIIKC4XqLuYOO6jOumXyvxPoj3Q7wv4v2R71PXF9H0fRPRCBCZN6LIeFoGjggif2megmzTj2jCQAw2+DwOuMzkcvL15WVy+p7I/Mk3W/GVOXG4Ym3JIJPNQLVqodJshxEP9r/PmNinhe1ON2p1DaaqYg8SMM1Edx3Q9DFdNN8RWfD+RCeqVRMJmYGvyY59ouiDyD8SZRwiRgRRM1nHNJmTpCCiimV1uc5u1YIh6hC2bpPlKXxOX48xSN6QDe5N1iXVAFPVUKtpsg4qDKPP9Uo/LyPq7zp/oFKLwejcj3KzDt84RpHXSVwvcd3E9RPXsTxbxTS3KCavIJBQ5azKGc4wytXmQd8nopF02223oby8XDa7WLZsGdauXTvoOu3t7bjqqqtQUlICh8OBI488Es8++2z36z/5yU/k74OS9m/u3J5JBJFIRG4jPz8fXq8XF1xwARobG3ssU1NTg0996lNwu90oKirCtddei0RC/LZPwIypffv2ya4jRJN5al9qSp/IPhJ/zMU/kVWQ6S65yGKyxJ0lU8fSaALbbIqsEeUUASjFkoXMA2JxQ8UOuwqPospCk2J6X7yrRslekS2tiPU0FJomjoglIHqUmNChaz2ne6RnOYiOgj894aey4KY4VtFR8LL5l3EaHw2I4/z4lZ6VE1Nr+290oOdgT1MLXnxzC6ZYFrxZXuyMZuH+1Xtk0W/R5rs7qOX0IRgIorL+dSyZdYYcP8R+/rBB1FKykoGjzmj3uuILRndQK2sadjj82HLSV7G8cIHMlBLBoBY1DzN8ju71jp1xDJ6vWIjapnfxbMECOPO/hJteroEnq1RO6XB4dmGH8Rzur49hTfNuBCNOdNg70RlzyZ/tttexw/kKZmp2qOp8IKsUP49dg2tPmoFnW+5HbfN7eL5oIUoibty/+v2049ZwrXk1fnp6Bcry3Fi//z3s2HwPSu3Z3cElkTUgzlccZ/r5ilooqa6Gctz94I89r1fX34PqlnD3umI6UDAUxItv1mNJboesE7Y93t7v+2QzpnW/nzPzuzIEaMzgWDnx6vhFI2HEDROaKxsu8by/Hh+vvhmm0iSDRYqiQRNp744D7/uFi6fLsU90vBOZUq6qdqB9D9Y5Hdiqe1GqObFVNbCueROW5x+RuXagKaYja5ilebFSd8BIRAARyDr6Smg50+QNxfSGPC3hFuQ6cuHRPVjkno+C6qfwpBfyc+NOWzLjyrREtSpFlnPo6i+InXYbfKYKj2Hh7ICCt22fRtHUqdgael6OY73HIHlDdu4lMF77FWAXUx0d0KJBzEw0JY850t5vfbt1agJbFQOlio6tVgjrwn4sf+57OEuz4xSXG5tO+C3yinvWRfQ5gOzIfliW6P1nQYsYwPPXA194SG5fTEM3Ov2waeHuzF3W1aORJJpdXHPNNbjzzjtlUOp3v/sdzjjjDGzbtk0GgjKJxWKye6t4/bHHHsPUqVNls4zc3Nwey82fPx8vv/xy98+63jNE853vfAfPPPMMHn30UeTk5MiOr+effz7efPNN+bphGDIoVVxcjLfeegv19fWyCYfNZsP//u//YsIFpsQFE1HCL37xi8N7RERjWHomwfqm9fK59LvkqSkY4otI3NaMPI8LjZ3FiFganEYcX4sA+6edB/WDx2GoOvbaLBwbaZJ3ibbmqAiFgYVxP7Y4CxCDA1OjCUz1aKgpPguepiewV9VgqHYUuRU0OjRUpHVx6pHl0LoVD259sMfP/U0RIUrhOD8OiGkSqbvF4rZyZwKP7w7h/jU1skW4mBrxxaUlmRsdKC45xSLf34ZrOyKwayoiYTfuzL8eGwNuGQgZMKiVN1cuI/YjAi0OoxWFdgv7/KIVuQhqze0Z1IoHUdm0VtZNqmtrQ22iGcdmBXqst2rH3mS2UdZ0bO3ci9qpQURcU+AK7EOB08Qu5UXA1oB/1T2Ojoj4chgD4IalhNEaMuTz0MNojb+IWVY2miKqXL/WGZTbk9sN7MGqHc8hO2yhNNsF1VCQ67BhYyAHdUoxpuX6ksElRe0TXBJfOLPDtb3WS14r8aUqUwfX1PVq9Rd0X6uvt/wSTlM0pDCR/4wTyPZh1mfvyPg+bdhpw0NrN3S/n19aNgOnFIUBpSPZQl1gTalRxbFyYtXxe279LjyxYV+yYybcOGd7AhfOigPxkAyQiw7HkhmHLNaXRowDFZpLTt+Daoehaqh0O2DCgs+yklPgal89UD+ud+3A9lrgue/Lcg3LEgpkOpOY6pc2PS5TQ55GfwzPvFiP/wg+i2LDht0a8JI3ipgORGxuREVHQUWDR3dBiwWRDRWndtgxI25iYdzCBvVYfLC9EJefNg9Tsu19muLIG7IFxyaPRSZdiJqnNiB3BnDWjUDu9IxjkWzAo8WSfwcsURvPQqXHhSU2LzRFgSsRwpKpLqD3FHTLhGYlZJAuSZHXX1ynx3bZ8HT4m7I5hagXeN4xpTILlmMgie9bouZvRW7FgI1HDoff/va3uOKKK/CVr3xF/iwCVCJYdM899+C6667LuI54rbW1VQaLRJBIEBlXvYlAVHFxccZtdHR04O6778ZDDz2Ej3/84/K5e++9F/PmzcPq1auxfPlyvPjii9i8ebMMbk2ZMgULFy7Ez3/+c3z/+9+XGVl2+4Hf8ZTXXnsNp556Ktra2roDZRs2bJCdZXfv3i2P87777sN//ud/4oEHHsB3v/td1NbW4uyzz8b9998vg2Q//vGP5fFdeumluPnmm6H1SpoYtsDUL37xC6xYsQJPPPEE7rrrLlnrgGgySU+lFnerdnXsks/Pzp2d/ALW9UVGfIB5fOfjeGrb3/F1nwfH2aPyLpxNs+MoTw72Tv8oou9WIqi4cEzchhnRBmgwcIQHUAMWiq0EZhsetFtuOKwo5rpNOJacjXDLGtlFShTsXW83cKc9ik/X/Qvn583qTr9OfSEMBAJ4ZNsjsKv2Pl+0mDVF/eE4P8Z11e6Qd9olBVFHBZ7xfxaWzERKZvQ8tLYeN89c2LfAuahtEg1AszsRUnUkRFFwJDN5PI5smZ0zLcMXoPTunQPVXdme88N+gzRTsqf1WU/s4U/bbDBzC+HzTpXjlGg1/rUF52Pmv27C9mgQm30msk0FdbEgTHigKHEAeTCVECwrjmCsE9NNBQnlfSxv/wBHxrzY/bHfYVXzMwcCZB3t+GDbb/GjSBxaBLKGid9y4v+yvifPp9/g0t5VOHrVz/HTyH4gYvVZr78vjKnrZTPiMrAkrq8ISoVMDTHVDc2uy/dBFEhOb7IhiAytX6zd0CND65m31uOE7H8A0So5LUdiR6pRxbFy4qiKZuGO9y1YajEK8g9kcy7JzUWZCI6ITqDi904EpMQ/u6f/TB27C9sdzuSUPAB7xCinaKgNNfas8Zn+eyu25c4bsMtm74Y8wluRZvhjLVD0LCyKhnAMLMyMK8jKyYH9xP9EVbQdekTHjOws2FfdilgogMJAHF5NQ0T1wOv2IhxQMMV+NE6cmlbHabDOsOJYC47sd+zZ3tmAWk10rbawxxLjNVBr07HDbsNcEdjKVBtK1o7yJK+vCC6IQKAirrsis23vX90u/8YV5JegvjMq368jj8pCzx6mNBmJRi13vXcXViwYuPHIhyUyn9555x1cf/313c+Jmo+nn346Vq1a1e96Tz75JE444QQ5Da+yshKFhYXyhoYIGKUHcXbs2CGzcMUUQbH8L3/5S8yYkWxEIPYbj8flvlLEVD/xuti3CEyJx2OOOUYGpVJENtc3vvENfPDBBzLYdKhCoRBuueUWPPzww/L7pcjUOu+882QwS0xJ3LVrl5xaeNJJJ+Hzn/88RiQw9c1vfhNnnXUWLr/8chx11FH44x//iE9/+tMfaudE40n6lxfxAUPM4Rep0mKanF2zH7hLHm7FLe/eIouOV5YtwZIFV8GRugOkuzAtEUabx45YZxzhONCoFSPfpSDnY9/Cprp2KG//DPFEAg41eqADlrcIri/cl5y7L+5Grb8FO5rewS1b/oyS/Lnyy1f6FyvRPbAj2oEcR07GrAeiTDjOj3GpTkS6o6szUQRmLCTvIosP7OLOvigqm+p01F/nPZfLi8I8Bftb26AbwR61PoTeX4DSiWU+v7AA7n+HETR1JFS3HKdE3ZVZrsJ+gzTii1Xv9UI5BvYhJGup7GjbDcOwsKO1Gl8+tgMzci382alD00xMhYqQGUfUyIU3OgdT3XlIhMsQ1LfBgRCmqjbUqiZW5ak4SwSQpnXg/o3V6IzGsSOxG3YksA8xtOa64erQoBtRuJWwPB5xPlGjn+CSngOHGUJOlhd1QavPev19YTxwrRzyuorpeyJTSgSlCvN8cLmsA9NgekllpKU6V4n3M9ESku9z8n13siPVGMCxcuLI9DsnxlDRyKZMsyGSVYaYpcGuJOBUEsCZv+o/IGyZKPGU42vxABQYsC2/EsieCs1b1H+Nz+wSVJ96i2yGIEpAiKnFQ8mIFN1D/R4D/xu/BsVOBW3hmBzL//uM42QNu4+YpszUkE0TSpfLKdyiqYQIeoug1I6oFzZXw8BdSNOyu0SASFwT0UCjfKCmHFOXYuVHfg4jHgY69yO++g+wYIP8uqz0M2aJ7Z35K0Sf+Bbi0KDZXXCphswKFvvM9P4M9DeOJof0EibDffO9ublZTpdLD/wI4uetW7f2u54I2rz66qu4+OKLZRBn586d8u+HCDSJbCNBTAsUmUlz5syRU/B++tOf4iMf+Qg2bdqErKwsNDQ0yIyn3tP/xL7Fa4J4zHRsqdc+DHGsd9xxByoqkqHgCy+8EH/5y19kjStR70r8DRSZV//85z9HLjAlzJw5U17c//f//p+MlokUst5zIN99990PdUBEY1X6nfG4EUdVh7h7DZk+KopRisFQtNn9v7f/TwaFsuxZ2OKvxrpYS88ovr8ePl8e3PYOxA0DNs0F3ZODTTYbPrL8BMRqS7oyow50wEr/kLKufjW2BGuhqprcz70f3Ivfn/r7Hl+sRF2B3R27MTN7puwg2Dvrgag/HOfHge7ORAo0S5FTG/Zl6HTUr0QYpW4XfIoOI+bEDz41D2Wzu6ZlDMFZx5Qg+r4LYU18sfHCg2S9EYdmx7LCZT1qXhVkO2XwJtN6OiJYGTOx2nshntptIRI30GGzYXu2DstmoUGHrNNXa5lwWkCeUo/LO/ajKDQDTfEa3F2QQEgE3RVxl11FgwLU2CzsqNbRse80ROJxOG0aTp+pYHnr3ViY5UMiy4l4OAiXEUTFMckxVRxfgZ5s/96jy6DIMBP1AnNz4Mq191lvKEQNGlFTSkzfE5lSMig1QEBJ7L9356pSuw5NVbre964sCnakGnUcKyeGTL9z4mcRgBENEvwdbTL7R1UUZOf4UCimsvWTWdTW1orWzhimWhYiqht7wktwzqJFA+5fNES4f3VD19TdML60PAcXLh5kjPHXo7ltNRx5DyPasgzV/tmIuEplINzw+PBWVTOKsuzIVYFdzUE0BWyYklOOT56UI7PBOjoa4XG/j0jeGjS32TDbubz/QFh2Sdcxtqcdo0OObZnIYH3F2fL/P/3GOyhr+4vMGG1VmgCPXX7+zZRx9nSNjrKAXS6rKjHkdS0r3gexz0zd/Ghy613CZCyWLDFNU9aX+sMf/iAzpBYtWoS6ujrcdNNN3YEpcZMj5dhjj5WBqrKyMvztb3+TNz9GmyimngpKpQJeYpqfCEqlP9fU1PSh93VQgSlBFOx6/PHH4fP5cO655/b5I0w0UfW+M/4xfKzPMm/ufRMb92+U8/pFRlUoEeoRxZdzoY1OVJz/JziMCFL3qVa1bMHjO57G+Tnn44SuzKgUS3Mm17Gs7il7Yrti+2I/Yn/rG9fjpGkn9TiWj03ve3xEQ8FxfoxLjQ8JUSfKi3MXlODOTZB3kWVNorTsp4GmZbhEOYZsH7xF+YMWVO+9PRE0d+giEB7rE2hJfonZc6BG0vKy7i8xPdeLYmFMw93bcuFSizHdm/zS8fTGBvxGU7BS98DQ7Ml26vEwNMvCkTnZ6LDnoizWjpxEQHaVkkE6zQHNiKE0nsBvN+6HU52DaV3b+2BbA76uaTILVQb7bWJ6jTqk401db4/4Fei13lCukyAKnYvrLK/7AAWDhVSnL3E8qfdTvL/2XWrXdR44sEUji2Pl+Jfpdy4V4LnWuhq2rCh8LrvMSIpbDtwQzTCFrCvr6X8r18PKsuTyjRGgTTZKCPab2ZNqriA+2xX62hDszO/RTCIjfz2Mv38VlWYj/FoCcx278X0lH/6z78TbzZDdP8VY5nVoWFpiw9r6OIJRo/u8bjmnGNnP/gQ32luwNmKg8o2fY4k6BdoF92QMTqU3gJjuc6E+XI0/r7YGPsau9USjCF/WtZjixIGMrlOP65NxNeCy5bNlIKz3+8NsqcmtR/fhEShZUlBQIANLvTvhiZ/7qw0liE58orZU+rQ9cRNDZDGJ6YGZaj/l5ubKzn0iu0oQ2xfLiu5+6VlT6fsWj707BKaOdaDj601khfWWqo2VIn43Mz0ngnAf1kH9BRWpyqLwlZjjKOYrinmSRHRgkLztvdsQToRlBpXIWvJH/ajpqOmeQpdpLrQcXN//A+qCdajcUYmlH/lFj0F1Tf3q7nVy7Dlye2K7YvtiKqHYn9jv8tLlrB9FHxrH+TGsT70PBfC4cObCWZgzP3vA4IjUu+huapsZvowMGKzJVHekK9CSqYtd9xctR9/1RFZBe1iVtV1S0zTaW1RYHg+WxUV3qq7tq1kyOGV6smA4vcjRsrCsMwzYXEA80b1ch+rJuL2Ixw2H6Hb1IY+3d0Bp0KDWQV739E5f3V35bH601rqAzqgMRmY6Dhp5HCsnjt6/c2IMFVlHtYkcOS60qApMm4Xa3lPI0ppRiKl47TEVnvzpcnnVZqFzkClnqWmEub5q1KhPo8RzDtrbygeeppYIY128DVvtJkphw3bdwHYziJJERGZepcayfe2deKvKj4TN02NsW3JmLrbrQWzXLbn+Vs3AulgblvcT8E6f6hhQt8DveRK6/5No9M8bMDiUWi/fV9p9/TpbauV1Ku/KRk2Ng5mWFUGofUYuyvt5f2hyG6jxyHCULBEBJJHt9Morr+Czn/2sfE4EYsTPokNef0TdJVG0XCwralLJY9++XQasMgWlhGAwiKqqKllQXBD7FYEgsS9Ry0kQnQBrampkPSpBPIrahyJrKdUh8KWXXkJ2dracajcQEcBKBbzE1MPRNOTA1JlnnikjcSJlWbQfJKKeRBppbaBWBotEAXRR30m08/3sEZ+VU+j6mwstUk837N+AbDNbPqanovZe54blN8jtPbD5AXQmOuVUPrE/sV+x//kF80f7MtA4xnF+jOsd4BDZQsEEkF2MClUd2of1IRTLHjBYI/YxQKClsaq5/3ogFX3Xa/ObiDzdgHDaNA3FNQVtZ9+BnOzkhzhR26Rjfx3mvPMz2MS6IkiUCCNqadh2zHXIKZyarMsyxO19mONNDygNep0O8rr36fTVtQ3TdAMf/R7g1dmVb4zgWDnxpP/ODTTFr3sKWa9mFEcnTNwQBX4TuBbIKh3SlDPxmtuhos54HTG1QT4WOmYNuE531zuoyIINHaaJJ9QoLgyEe4xlYop3OGbBZdd6jG2b6trwmhKFYSnwaXYEzajc3hLLQKZbm6nrsL8zjID3TYTRAKd7LQqyvjDg9ex9/czAPtwQ/S2OfEOMX2qPJg5TsrMGvtYZ3h+a3AZqPDJcrrnmGnz5y1/G4sWLsXTpUvzud79DZ2dnd5c+Qfw9mDp1qixeLoji4+LvxLe//W2sXLlSFjn/3//9X1x99dXd6/zXf/2XrFFYVlaGffv2ySl+IsPqoosukq/n5OTIKX1i/6JmnAg2iW2JYJQofC588pOflAEoEcz69a9/LTOyfvjDH8qi6w7HAHXkANlRUByv6M4n6lsJb7/9tizGPmYDUyK1a+PGjZg2bdrwHhHRONUaaYVbd8Pn8Mni45+b8zkcXXA0FhYtlNMAV9evlsGjEk+JnH63tmEtlhYvxT92/AP+mB9uuOWj+DnV3U8Eo9LnT29s3ojPzP4MZmTPwKbmTfjbtr/JbYv9if0TfRgc58eB9GCESJu2Wg97S+VMxYD3tHViff0WzCpYnFy/n6BIqmuf7m/qnv4yXXcc+ILRa73yPMhpGk+/+S7iLSGUiFbgC0tRnufpUdvEEQ7gq4aBpbEAoAbR5g9gbQy4540Aoq72rros01Gu1+Mbxyh4YkM9Qi0J5NvdOOek41FePv2wHG/69RTXIxiNo8znOaSivAfV5tqTD4jaLF13XGl0caycvFP8un+3ezWjcCTCmOYOwoE4qoY45Uy89pGjO/Dwrr2wEj7EtL3y54zrdGVnba9bg1rFQNy0UGUaUCAeLfy7dis8jpndwZ1QLAFdVRCOGTBdlnw+Gjfw5/UbYLgSiBgKqqwwdMVCrQLsqFuLuaJRT6+gd+o63LXuBXSY1dCUfLi9jWg1tgBYPuTrV6HHMc1twOH0djXvONDEoaKwZOBrTdTLQI1Hhoso7L1//3786Ec/koGfhQsX4vnnn+9RdFxkMaUyo4Tp06fjhRdewHe+8x1ZP0oErUSQSnTlS9m7d68MQrW0tMjM25NPPhmrV6/ukYV78803y+2KjKloNCo77t1+++3dr4tA1tNPPy0DYSJg5fF4ZBDtZz/72aDnJY5LrCMyuG688UbZgU8cowh2jdnAlEgHI6LMRMT+2d3Pwqk7MT1rusxgEt36Lpt/mYzgp8+FFhlOTaEm3LPpHmTbs7GlZYsMLIlbVeJR/Cy7+0Va8fv1v5eD79SuVuqpTKvFUxbjHzv/0WN/Yv8nlp7I6Xx0yDjOT0wis+e1mjfx0r4H8Z+LvzlwcVB/PaZaLajQ98PyJ7s37YxmQXNX4bE9/8a0woHXr3AEcJNyC/z+Npj+ZMHgrJxc+KNFsKzlGQMwFx6p41Pv3g4DoumDCscWUbE3S9ZsSU1NMfOD+JlZiLLoyfjmnJNw+4Y3sSf7DZSqQVidlvxCs7ggivJ/Xo2zogF8XDMRt5vQXNlwHXlfxmMV27Wi7+PXyu8R8Ld3H68scOxYCqD/L0ViWvZje26H5v4omjvnYLYjgGAoiApdwVSrAfDHB81oemLra3hw6924eO7lOH/eqQMuS2MLx8rJITWFbH1Nm/z5uBm+AZpRAD53FD84fR7qlOLMU87Spv4JooZem/YWpuTY4bOVoC1eL382zLN7fpZLy86aZcRwVagNEdNCm5oLRdERtex4NuzCmcdOwfMfNMrgjtehY2lZvqwxJX4WDRTE+OtQpuIzQQ8UMwwVBorQAZsCzHz9FkC7szuLKX38Ou/4UrzWtg1Kmx1Ts0rRGq1Pfh51T5O1/Xpci7T10qfgiXHR97Ktx/VKb+Igli3IcmBHUwBHFGXhlDnJ6UhEY4mYtjfQ1L3XXnutz3Mi6CMCTf15+OGHB92v0+nEbbfdJv/1R2Rcic5/B0sEzVKZUsJll13W4/+n/yz85Cc/kf/Sia6ChwOrNBKNwFzn1OsiBVt084uZMZkBJQJRRZ4iRIwIpjumozPSKX+e6pmKW969RdaScugOOZVPTtnr2qb4QjWSc6uJaBzo9aVHfAF4bHsCf169G/W2R5Cw78Kta/6KJZ/ppzho15efsmgANxpx2V0q6HfitznXIlHyPvaFawcvLpoIo9Aeg7cgB1HY4UAM72kh3LXhFqzQlMxBrUQYLjMEeDywdCd2JoKoiPplLRKRuTXd50S1+haiahuqjO3YET4dVfp2GHobWvAWyj1zUdsWkcuXRf2o0nVUOHO6akqF+i0WLmv+ieNyhrDAduB4XUrfgu7pUjcaGsO1KC15H/qefFzWcBO8SiTZSUp8+crw5S7d39ZV47fvPYCwuhu/fvMBJIIz8bk5jiHXoSKikbF+T9ugzRHSH8W04rK8gr4b6jX1T9jucKA2P0/ObAsY9fKx92c5cWOhvW4fju7sgMPpgsOZi6MTOprbO/BC0UWw9KMQs+yoC7ixcIYPZxydrNmU7MoXw+dNO5oCMexrD+OO16qgZ5VhtfljqEYEHcH38FvlSXg9XsCRk5wi3dmBTbv2IXdqVndgTXyGbY/Vw2FT0Bypk8/VtlVhx+OXYW40rUNohnGvewpeqz/j9eqvXl9zINpv5z8impgYmCIagbnOqddT0++KXEUyKCWCU+F4WGZFiSLmIgglfn6u+jlZDH1G1gwZtDpv9nmYlzevxzZHem41EY1hGb70hFU3ng5/E2FbExTHPmiGD1tat6Jy278zZ+ikTU3x5eXC6QrCiEVw/klR3FdXc1AtmV0uL1x2N4xYJyqNDlSL5g5pQa0enexSMS7dhTW6ibsQxApTR4nXIduE7428j053DRTDB9NWh2brHfkofu7UauTrHsc8FHgdWKMmcJcewQrdg+UQ00WiGTvnddfvE8cl6qvYC+Cye4BY6EDnvCG0qA4lanDZSVFUvGlBs+fI806fopKJOJY/vv0yYo69cKkFiGEvHl77OD69/oVkgK73lzzvgWkCRDRyPmxzhB43DNprgc5mwObsDgLNikawcu4XYXiKMn6WSwVrssO1+GkkDG+OG1MK3NAdIWx0+bFafw2z4IARroDHkd09vlXEd8IMtKO1M4FZHh2zXbmoyp7dXccp12GhNr4dTTlvYX0U+IjmlFlMYowMdoRx80vb4XeFu4NwGT/jdjZh5qu/AXQx7Vl0DQ0lz695e3KB3kH1Q22awel8RJMGA1NEIzDXWbyeafrdhqYNuGrhVTLzKR6Iw5Zlk7Wlntj5hFxvenbfaYEpIz23mojGsF71TsTPRqcf8VgQ8ex1oiAVXFoOgkYjnt39FM6d89H+s566plqIr1eGEsfq9jcPviVzV1BmndGBraqBUndRd1Brb93UHnfGRU2os8S+EiFUohPViKNSM/E/Pge+tsCBm7f+E5YRhcdyw+aK4YP2N5BjN5GI2BAyAjBs/8TX5i7ENJ8Dd2oxVMNAZaIFSxIeWcz3uffrccf7+3pkPEybWpcMLonjCnfI41weUwbMlOqvRbW4Puc4NGiidkqGKSq91Xd0ok19C5pqwYYsGGoYzdo6xMIdcHn61l8hotGRqd7eUJsj9LlhIKa8te8BNAcw9biuulRRLCs4FsibdWB5sb2OOtn04ek3q2CpeSjNdgERC60dfmTbTdhbt2JVjgumWg935M+4IuBF7Sm3JoM4+zYAf/60GFABz2ygcyeg6aj48lNy7BP1/L7U8Cvcnd+JJtXCs0oYJzY1IpY3F60dQdhhyf11xCy57JLcDpkFtsxR2PP8ZGc9MTVbBVq2A4kYYBnAc98D3Pl9M0YPtWkGA1NEw+KUU06RweCxhIEpolGc7rcvuA8+lw9H5h6J1tZW2W1hW9s2+Tyn6RHRQUur32HTwoCrBUGzAYpmotOslzVG2uP1A48naVMttisGakP1Qx+P0u6KG4kIKm0hmIoKnyMXwfB+PLDp79iz7dOApXTfGX9kQwtOcbnxntmBrVYYpRawVbOwbt9aHLHzXpRo++GGBUVpRTCmosNywEw0IVttRBYs5GhtOHLn9ViX+xW5XqkJbFXCWGcCC9QcPLKhWX65S+1PTG0sm/NUV3ApH0HRaAKdWBKxoIkvWpmyHgaath2qxw7FwNx+pqj0FsZewNaMhGkgrDbAMC3EbW3YYwLH9lN/hYhG3qCd+XplBcnMzKrmA/Wl0m8YiICUqLFnxoFoJ8IJA0YsgZbWEMry+ma9FoTD+L4f+HvhVVAtwNIc0BNRmKF2rLMp2OawYaqio9Zlwa8aOOeorvpXkY5kEEyxAaoNEAXNxc+RDly4eKEMNO16IYG9bhVToWKrPYF1tgiOCbVDt0xYugO5VhuWaW24oPU2FDwlU2B7ZHFWRbPQXtcmOxE6IKZLd9WZEjcrVHufoPqBjFUxPbDk4K8zEU0KDEwRjbHWpqPRApWIJoi04IhDV/H5Ocfi1q1uhONxOG0aPjFvCk6ZU5x5PMkw1WKWIxcr538VhjM343jUe4pc+l3x7R27UPv+nTDjndgTapTL1wZq0JGoQUX2kWl3xnOwcflvUNn0B5gdO+HzlCAYakRl42rcEA3j27YcWSTYMCK4zwwhoNhQYSr4iuWFqjll8d0ZsTD+3LgaZnYpfO4pCHbWozJnNpSiK1H7Ugtm+Bzd+6vyb5PHYSpm8riyilFr82DHMV/H3JxZPbICep9fxvE50o6ZLbcC0eDAU3q6fHTm0fj83ivwwpZ6ROKGfF/OnalhTvW9/dZfIaIx2JlvgBpJchpcVyKUHAtEpy4RKDJi6OhoRXMYCFpO3PxMFc45KQcXzoofCGJBhTO0C7OsGC5t/j8Z1ApbGu7O+iZWfmwqKt/9b5gakKc60G5F8Yw9hhPMBKrbdqLCsmQeE1Qd0ERwSodlxFHVWS9fm5prx03OBExFgU91IAgTlT4HSo//Of7wrzpc3vlHXNzy/wAjimKrEXrIDmTNl1m34vieW78Ld7xvwRluxA1RYIYzhByRKSWCUpodsLuAeHjg69KrdtTBXGeaOMZatg6N/nvNwBTRGJjuZ4q270NYjogoo37qd3xm0RzMP3pxz+BRfzJMtXDoLizrpwB3v184upaflTMVK51ZPYI4jf4Y7t5n9bkz7nfHUBttg6nq2BFshGFY2NlRhxrFxDItT2YRrY61oM3qxAxnPmqiu6CrTiy358u6UFsSzXL5zoQl17drutye3xPvcyc+W5+Gy+Z9A1Oy7T2DbUULk1kNg5xfxvG58LghFy4XY/y1p3wa589PC3o5AkD93wevV0NEIyq9s1x/Y2h/NZKW5OaiTCwgxgbxu5w3E9FIGL82LkNTVqHsetoSzeq5bNfvvAYLpqoipLohhlCnksDHjz8Knb4walXAVIBtVhjtMLFFlICoeRnPNq3DisITICsAmgnAiMvHNQ4b7tr5CFYUlKOm/l28rSXghYo9ZkTOxhPbC/nscvu2fycQNHWoqhsqVHkcyWAZ5LE/sWEfLLUYnvzp+E3gWkwz6vCjrPvgsIs6VS7AOvB59mBqRw3lOtPEYLPZ5GMoFIIrlY1HE5p4r9Pf+/4wMEVERDTeDVC/o6LrjvSQtzMEQ/nCkTHIPhWwtbyDJ9/ZhVBLAiV2HZ9ZNEtmEWV7VuK1bQ14aUujzCRStQByo38HtDAMWKi0OsQ9e2TpLvkofl4Sc0JLRODrNKEmliNiZMkMpJO7MsMWFs1HdOGmPvs7Z96iD31+h3Ld0nV3q5K8/derSbtxQUQjr+fv6tBrUTWFFZT1umEQseViR6wYntzp8ItldUsu2xyMHghiial3lgGbpqA8z4O4AdkxtOKYEkQVDSuVPMRjnbhPj2KrChSpNqxr3SI7OFeqDizR7FBEjSkzLrtBV3qzUR1pxj92/ANmrBM6FJSbCi5L2KFCgWZzY2buEZibYyD6vkt2KLVpgK1VSdaNinbIbKi4YSIUS6AgP5mBiqxS7GgxEHHmwqFEDmRKdQXVG9sGqNGV4XoOdp1pYtA0Dbm5uWhqapI/u91uWWaAJh7xGUoEpcR7Ld5z8d4PhIEpIiKiieAQgiPDUhR4oC8W/nqcs+MGfELrQNxuwqapcOzIAY69GwX6fLy5KQ6XlYfpXgfMwD7sD+nw2cPYZetErS2OhKKiNtSGBBTUWnHsiLVgZlyVyzm1I3FEVqkMIr25ScGF8+fD0dna7/4Gul6HfH7j5P0jog8vNdU3ljAz1kjKKy7rE3Bu85uIPN2AcK9l83NzkgGdUCvQVt0VyFLgat0Kl6ICOcnpbw5fGZZd8CBW169Gywd/QpnuQk20HTXt25OdU8ONWHfOr7DUPRXoTODt2C5srX4Cpa48rG9aL7dRljcHLYkQ9Plfw/LCBQeC4K274FAMODq2JzOf4uIYLGD/dsBXDs2VAx3JQH3q2BXXFLSdfQdystUDF6Zre1OiwYzXRVyvt9JrcdGkU1xcLB9TwSma2ERQKvWeD4SBKSIiIjoopVo7KvT9sPwWfC47GiOAx1EweLHarmLADqdLThNM7z7X6Lf1CAaJu/E/j12D759cjqOnerDsnTfxWlUbojEfHIljsazCh5mLTsKmuk7c+FI1PFmlfYNIvv73N5BUMV4RHCt0Am3hGCp0RZ43UHB4LyYRjTu9p/rOK87CloZAhhpJPQMv5XnAl5Y7+tRTKi+fngxiNW8HnvoOEGxIBoUEM4GI4sD7dWHkGUGU5xehsmmtnPqca8/BrkCtXHa2pxRBox2V7ZuwaN7nYLS24smtr8DU7cjVnNgVbZPBLrmc6ILatBZLjviMnMosgmytDWEcozjgFNMARTDMJsZzBfAWA2fdCFfBkThneyLzsWeQqXaUuE6/fWn7gDWnaOITGVIlJSUoKipCPB4f7cOhYSSm7w2WKZXCwBQREdEk16eI+UD89Sj/59W40WhFa2cMpt9CRHVjzym3DP3ud4buc5k6M8FVBH+2DbXWVLy0c468iz/LpWBbh4WXdqo46/ip8GfvRthV1CcDIRkk8/e7v4GI87hyoQtlr90EZ0cIqqIgz2OH7595fdugf9jrSUTjSqapviIodc0njoRdVwf9ve+3npIYV0TQ3OEBPEcnazvFw7JY+v9EL8G7L+6Hx9GGTyxIJLuDGjHsaHgHcTnZGfL/OxQNtboHOzt2IhQIYa9/b/dyMRiyMPrOhndg71pOdFjdtMvTHWQ7Xr0EP3TegZycPMAmgvnR5DHlJusHXrgYB1ULKv1cRaaUCEoNeYo0TXgiYDHUoAVNfAxMERERTWJD6ZrUQ1fWkS/bC3uWjh3xIOaaJo5JtSsfikQYFixUJYKoQLKLVKa76ycf3Yb7t9+Dkwu/gM6oA2U+FxQ1jgKPHXvawvhX7Vt4Y//D+MjR5+ONTb6+2QqtTV37CST3k4gM+RBF+/XIBgtbVQ+OsHnhURJDyrY66OtJRONKf1N9RVDqxIqCIQesBw7GJGvLhROG7ODXnpXTHcx54T0Ll5/2NUxRWhD/969RpSc7/lWYJmxGAtrcL6I8uxxtiTZcdfxVMP11XcspXctZ3ctZsULcv3pLd7Co3Z8j92f3GHDJOsV9a9z1PvbBAvGp5cX0vRGfIk1E4wYDU0RERJOJv747uFLd0olHV62CibkHfwdbd+F93cRdtghWxPRkJ6gMenxpcRzoHrjGDOIuPYIVjjws7+pEdeGRuuxOJQoB+zw2/LH2MVnQ16O9DLfj0/L48nVFProdKta3vixfL7a/gt+d8VW0dcZR4HWgrKjr443uwhqHHXdZrVgRi2C5aesuzDuUrKYNdhN32WNYoedgecI2aLZV70yK/Z0RPLrqOSzOOQHl+Z7uY2I9KaLxK1N254EszQ8ZsE51WBW1piJ+mDEDMVNFqSOGvd3BHANT7EfjRJ8fMO34mJqbzAiNhYB4O1BwLEzNAbtmx9LCpVCd1f0u91ab1SNYJPYT61Bhhv2A0Zmc0ufO67dD6MEE4g/luhHR5MHAFBER0WQKSv398mTmD4DdRgSmPYZ89XKo6gkHdQfbEDVK0IlqxFGpmVhiGdCG8qXlgrthxIOoXH8LqpvfQ2XRsVjiLYLWdWxl0YDsTrVajWOrPYrSvNmoC+3ER47uwJubctEYjEJRHDj56Has6tiJUmcBttb8C007VycDT4L4Yif24y1CZdmxqG56F5UFC7DkuKuh2bx4TNZJ2TDglynZzUqLoRoGKhMtWJLw9Dm/wTIp8p0bEDLvxu4X/4hyzdnj2BicIhqfMmV3Hqgp9SG7fIpx4Yz/BZ7+DhAPQddUuNQoLmy5A/cU/QA7o1l9pyqnsjgHyebMtFx6sGi2IyD341Jj0DWHKASUnM4njifDeHWw3UsP9roR0eTCwBQREdFkkSr+rTtg6E48Z4TRCBOasRpl5lK0dMYHv4PddUd/XbwVW60wSi1gq2ZhXdsOLM8/YghfWhZif2IPtnbuRWnWdGwN7MG6xnVY7ijqcWyVViNMy4TPnoVgpAVt5iv47Se/gobWIIrzvPjT3r8nX3dkIWiZqLQZWKIUQBPT9bqm3Intiu3L/XTuxbpYCwrNEhmUGuzLlDgfcV6lJrBVCWOdCSx39J850PtLXr7HhhprNQzdxHO6hY9qOT2OjYjGr37rRB2OLp/ObFnwXIyzDo8LXqsDRiCI/R0dUFzZB4I5/kB3Bmp3NmdXRuiu5iD21ndgmmnHbKer3+Uq8g4Ei8T23VYY3qxcOHJykuOUWF4cz+E4r4O8bkQ0uTAwRURENNnoLqzTTeyAidKEil16A6qC78Gnzh/8DnZ2CYzz/4DKdTfC7NgJn6cEwVAjKutfx5JZZ8gOTwN9aanv6MQz9ZXJoJLTh2AgiMqdlVhy1FeTGUm6C9ttCmrjJkwL2BOsk9NJamteR2zHWsyxlaMpXo1aRxRmVlHydQC1iokdNg1zkSzYKzOedvbdz6dKZg76ZcowDXk+ZnYpfO4pCHbWozJnNpYs+T60ATKd0jMCxPWMehswy1SxQzexTrewvOvYiGj8G7xO1IecwtbVtKEgF8jSDXzn5CORO3VOz2LpIvsyPdCtu2RG6F9Wv4ccNYoOcx8uXV4uM1V7L5fKgkoFi9rrXJj2hgsOb86QmkUc6nkN9boR0eTCwBQREdEkk5qGJ4I2BaoKv9eO0uJt+N7iL+DIopxB19+eCKA22ibble8J708Gjvy1ssPT3Ly5A35pCWNvsqOUZWKPf49cVq7r3wO5ZiKMWXBgpeGBYcSAo6+Uy6j/vgmmZodpd8My7fhWzIA5/2vJA/r3TdA0O2Yi0f1Fart/T8b9hEvrBv0ytb1te3JdRU2en6rL891hBJPHOADxJe/YGdn49duPY1/QjoKgilqR0TXE6YBENLEc8hS2tKl3Dl3Fohk+IC/D1L80yUzVDYBlYYrXgfYOqztTtaJw4KA6NB8gCqkPcWogp+YR0eHEwBQREdFk0TUNb3usDbVqBKZiYY+qQNMURKwmmHo9gMEDU7NyZ2Hl8StlZlGKyJSamTNz0C8tH51ZhGxPhnWdxd3TTRyJKJaJF8TUudIT5Rek1QD+T+/EqWoM/9Q7cWVMw4lFxyXPyZaXnKYS76q54sjCrNwjMh7jwqL56FjeNOCXqaGc30AMbZ+8nuK67lEhvyTWmhHsMBTMdfgGnA5IRBOLCBaV+ly45hNHys59g05h0/ufejeYVKZq7w6mQ+p8dwj7TZ+aF0uY8vzE+TI4RUQHi4EpIiKiyaJr6sesaAdWtm1NBl40O+DOP6jAi0NzYFmJDB0NKL3LXne3vIHW7We6idGyo6sQuYV/mn7slgXXjWTB9X6msziyS7BMllEf4nEdwvn1p0dgK9QCGLHk9fXNBRw5LHxONElkagBxYkXBwCv1M6ZJrbvkg6iRVxVuQsXU5VBEkfJMde66Ophmml5ndexDVft2VHinJ9dPTe0bYMpff0QQav2etiF35yMiyoSBKSIioskkuwQOlGBZ4WCT0j6kXl32BupIJ+6wJ4vhZmWcbpIqRJ5tAm0w5WOPguuZtlfVnDkz4SCO61B92MAWEY1/B9u1rofeY1Gvjqpr1Djusiew4uSfYfnss/tkqv5ldXV3B9NLe0+v89djzeOX4C6rFSsSzmQ30w8xBn6o8yQi6sLAFBEREQ3ZgSDSINNR0joAyrvuqZ971S3JlFGQfqc9vRB5ZzyErISGTo8Pbt3Vp+D6ULY31OM65PMmIjrErnVD7agqupZWI4bK6uf6jIEiI3RxTi7qWvyYmp+N8ik9v+4Z8SAqzXZUaxYq7cCShB3ah+gWeljPk4gmLQamiIiIaEgGDfoM0FkqU4enodxpTxUiD5txdMSCyNJy0R4LQNVsfQquH9Sd+wGO67CcNxFNagfbtS4V/E7VasoYBO/qqLo1YaDUVLDVvwvrGtdhecnyHplVM6JBeO3TkBfbCzi8PbKh1jVvwlbVQCl0bFUSWKcrWJ44hGM5xPMkIsqEgSkiIiIavukaA3R46n2nPd9jx27/LjR0HGiJnqrXFElEUNVWBS2swXAZqMitgNPm7FEXq6EjjI5ELWZmzxr8zv0QO09xmgoRHYqD6VqXCn43dEQQiMThdegoyXX1zSBN66jqg4qg6Pi5sxJLpixJZk11Z1Y5AbsXMB09MkJlBmrtqzAB+CwgCBOVVgeWwNHdMTR1LPXtYQSjCWQ5bSjOcfYbkGd3PiI6HBiYIiIioszE3feuLzTtdW1whhvhyZ8+tOkaQ+jw1PtO+97IRoSynkNjvBjAqXKZva1xGKEKTMt24iNHfwStra3Iy8vD7pbkvsXrFYUOuWxjfBNCWY9ib+QsTHcuyHzn/iA7T2WaptLZUov2um3J9uqpbbKgOREN0LWuv6yjVPA7EjcQiiVgAYjETURiiQNBcMeBjqp71DDEUrsVFaLpZ+/MUSFk2eBPaHBaNngR6X5eZqCGGpGAgt1WHIqloBYmdjhyMFd3HTiWWEIegzgWcUzi2AYKyA/lPImIBsLAFBEREfXVq9ju0QkTN0SB3wSuBbJKB5+ukV0C6/w/Ze78lOFO+562IEI5q6E7W7Cu+UWca34UT7y7r+cUumUzcMpMNx5/Zy/uX1PTY2rdeceXyvXE+kFrNfa0VcDrsPe9c5/WeUp2tgrWoiL3SCj9BJZ6B8/MwD7cEP0tjnxDfIpSh6V4OhFNHGL8GShQkwp+e506TAtw2zREEibcdh2BaCIZ/K9Ijls73tkGY/Na6Ik4NN2BZTOPwClzintkjraF4qjvbEW7OweRUCtKPEBXCF1moC7IvhSrarfBSETh0DUsqyjEzGWny/FLNI0Qx5Ll0GFYke5jcdk1BCNdx9LPuQx2nkREA+n6REVERESEzEXCnblwOF2Y5jbgQFxmSolA02DTNdaEavCLLX/Gmth+IG9Wxk5TF86K49Yzc/GVpXUoyGnArNxp2Nq6FZXb/t1jCp14/MuaPdhQ0yYf058Xy4nlxXpifbEdsT2xXbF9GWRLJ44jb5Y8Lnl8oZp+zyEVPBPnK85bnL+8Dk6XvC7y+nyIwsFENLmlgt/hmAFVAUJxA5qiyEyl9OB/VTQLf/pAR8g8AXlZn0DcXIZX1+eidl+pzBwVqv0m9oY02BFHthaVj+Jn8bzIhnpqQxNeXp8t1xXbCJsn4aWdc7A3kd/jWMS+5THEk8ckjo11o4hoODFjioiIiPpl6U5U2VRUwAmfO4ofnD4PdUrxoNM1ZC2TnZWo9lf3rIGSISNrGixstoWgaRZ82SUIxoN4dvdTCEbPQZnP2z2FrratE3vbQ/KO/nSfp/t5kW317O6nk3VXdBeCnZuxefvN+OIHori5kjGjadDj62eaylSrAb6XbT2uizJI8XQiov6kZ47KLKlIHE6bCqe9Z62m3tOKY4aJ6pYQfvvidhRkOeSypb5c/M5xDcqzNeQ6FLS7LFT7DRy/OY63dm1AcyCKls4Yygsyd9BLPxanLY5ENJm55bRprBtFRMOKgSkiIiLq1xqjA3chjBWGC6LvU1meG2V5BYOuJzpFiQymUk+pfOzROapXRtZ2XUWtFZKBpT2BWkCzoz1eD5urEc2dth6dnqbluuFx+Ht0gBLLieW717dM1KoadjjdmJswM2Y0DXp8/U1TafVnvC5ERIcqPfjdXye89GnFYmrdnpaQzGaa7nPJzCYRTLrmE0ci4pqCrTETc1wKtsUsRHULr25rgkNX5bJtoZhcN8dly5gJNZRjISI63BiYIiIior50FwyHF5VmI6qRQCVMLHFMgdZPkfB0qWwkmcHk9CEYCPaflaS7MMvmxMq4CSMWBI6+Esgqkcvtri3AQ2vruzs9XbpsBhbOcONSwyFrTKWe/8ripZg5fZbcLwL1wL9vgmb3YqYtR5QRPlDk/FCO7zBeFyKi/gxWoyk9m2lvq6iRB5Tnu+F12mRWkxgPRRBJLPOX1dVoDEahKA6cMqcAL29pkoF8kSUlbi6I5hFiG6lMq977Zb0oIhppDEwRERFRX9klWPeRldi68TaU6i5sTYSx7tirsHwIBb5l5yd/bTKDyb9HPpepc5SUCEP01FuWAGDagKLjkvWoxHOeeiz35WBjy24cmz8TMwp1tCaA84/QsTj3wPPlU9xA9rLk9lp3JbcjtieDUuEPd3yH8boQEX0YqWym9TVt+MO/d8GmqzBNq0czihMrCrBwRg721u/HtJJCKIqKVbtau7NMxTpl+W5c+dFZOG5G5i57REQjjYEpIiIi6kNmFdW/DlPV4fMUIxiolT8vmXXGoFlFovPTyuNXJjOYuoh10jtHyQ59ovaTnGbXldEkfk5lHnXVoGqIt+IJPYKihBMzbPnACTcAq36OhnhL9/PltrwDNaQG2+5Qj28YrgsR0YfVnc1kQWZPpTJH0zOfZhV4kavGkJcnavQls6jSl73yI7Nw4aLpo30qRETjLzDV2tqKlStX4qmnnpID7AUXXIDf//738Hr7j/JHIhF897vfxcMPP4xoNIozzjgDt99+O6ZMmSJff++99/CrX/0Kb7zxBpqbm1FeXo6vf/3r+Pa3vz2CZ0ZERDT2fJisItEhyghVDFyXRASRRDApPaNJBI9SmUeJMIyoH5UOA9UKUGkzcHy0A3X+GmRHO3o8vyTqh5bazmDbFXEqzYFlJV0ZVqLb1f6grKcijrui0DFs14WI6HBJrwU1WA2og1mWiGg0jJvA1MUXX4z6+nq89NJLiMfj+MpXvoIrr7wSDz30UL/rfOc738EzzzyDRx99FDk5OfjWt76F888/H2+++aZ8/Z133kFRUREeeOABTJ8+HW+99ZbcpqZpclkiIqLJ6lCzih57u1bemRfdo1J38cWXoowGmf62Tk1gq2KgVLFhKww8qMWwue6fOEqL9XheLNejAPlBTKs7qOP9kNlWRET9sSwLVe1VqMitgKIoQ1rnYGpBHWrdqEM5LiKiCRmY2rJlC55//nmsW7cOixcvls/deuutOPvss/Gb3/wGpaWlfdbp6OjA3XffLQNXH//4x+Vz9957L+bNm4fVq1dj+fLl+OpXv9pjnVmzZmHVqlV4/PHHGZgiIqJJrXdW0VCIzCMR5BFfZERLc1HTRPws7tQf7BciwzJQqcWSBcqhI2CZ+JseQ360FZv0GGyWJZ8PWqZcboll4GAn0h3K8R7KdSEiGsyahjW46727sGLBigE7hI60sXpcRDSxjIvAlAgW5ebmdgelhNNPP11O6VuzZg3OO++8PuuIbCiRWSWWS5k7dy5mzJghtycCU5mIgFZeXt6AxyOmBYp/KX5/snW0aZry3+Emtik+NA/HtseiyXa+As95chjucx5L15Lj5PAbi+fc0BFGKBqXQR5VBQo9dlnTRDw/M999UNvaFqzHXk2V51hjxSEm5nUoCqZpTrQqCrItyOcBRS63PdiAOb6KUTveyfQ+DzeOlRwrJ9s5y9p1Oyrl9GDxuKhw0YeqWXe4zvlwH9dkf5/H2/lOlmtJY8O4CEw1NDTIKXfpdF2XASTxWn/r2O12GdBKJ+pL9beOmMr3yCOPyOl/A/nlL3+Jn/70p32eb2trQyIh2wAd9kEhEAjIwUcE4ya6yXa+As+Z53w4iG2PFRwnh9+YO+fOFuR0+rHY2wLEmuFyuFCXcGNWtgIvIrJWZDpx3PuC+1DqLc04PSTXORtXHPcTmEYMJky8UPcGmiJtmOWZKxvuFTl9OLP0ZNlxStXsyHFW9NnHYPsRxzUrW9Sz6sRUWwjhWBhFXgU5ndVorW0FPPkYbWPufR4BHCs5Vk62c97cshntbe041nWsfFxVtQpH5R816ud8uI9rsr/P4+18x9JYSRPfqAamrrvuOtx4442DTuMbCZs2bcK5556LH//4x/jkJz854LLXX389rrnmmh53t0SNKp/Ph+xs8Qn38A884sO02P5kGWgn0/kKPGee8+EgAvZjBcfJ4TemztnfALx6DfKiAXwvFEdrZwxBy4nf53wPnzrxOBwza2rG6SF/3PpHXLHgCiwrzjw1rrjwbPm4tXUr9u2rhF/3ozpajVa9HQnFRHH5fMzxzRnw0Abaj0iQ/mSbhWfeWo9zG34NrxJBnseO3FW2ZCe/8/4IZBdjNI2p93mEcKzkWDmZzllkJT23+TnUW/WY7pqO+mA9nmt8DidUnHDI2UmH45yH47gm8/s8Hs93LI2VNPGN6n9tomPeZZddNuAyou5TcXExmpqaejwv7iKJO6PitUzE87FYDO3t7T2yphobG/uss3nzZpx22mmy8PkPf/jDQY/b4XDIf72JQWG4BgYx8Azn9seayXa+As95chjOcx5L15Hj5MgYM+dsRoCoH9AdyMvLgcsVhBGL4CefqkDZ7BkZv/A8WfUkdgd2y8elxUsH/KJT4avAtxZ9CwkjgXggDluWDbqmy0LkA537UPZz4ZIZWOLzI/8ZE5o9Gy6XN9nRT5yPOK/RvrZj6X0eQRwrOVZOlnPe1rYNtYFaWVevOlAtnxM/V/mrPlSnzw97zsN1XJP1fR4Ow32+k+U60tgwqoGpwsJC+W8wJ5xwggwwibpRixYtks+9+uqrMlK8bFnmu6xiOZvNhldeeQUXXHCBfG7btm2oqamR20v54IMPZHH0L3/5y/jFL35x2M6NiIho0tFdgN0Nl/j/SgLevMx1mtY1rpNZUKWeUvkofh6oqG6q4Lj4uy9uSomp/EP5wDzU/ZSJ43TogNMrj19KHKj7Q0Q0XMZqp8+xelxENDGNi/w80UnvzDPPxBVXXIE777xTFjUXXfO+8IUvdHfkq6urk1lP999/P5YuXYqcnBxcfvnlMj1afIAV6dArV66UQalU4XMxfU8Epc444wy5XKr2lKZpQwqYERERURqRaZT+2F8x3Z2VyW57Th+CgaD8ecmUJYd1esgh7WcIx09EdDiN1U6fY/W4iGhiGjf5eQ8++KDsqieCT2effTZOPvlk/OEPf+h+XQSrREZUKBTqfu7mm2/GOeecIzOmPvrRj8opfI8//nj364899hj279+PBx54ACUlJd3/lixZMuLnR0RENF5ZmhM7HU5YiQgQaU9mG4kaTSKDqpftbdtR669FJJHA1uZd8lH8vKN9x2E9poPajzhOcbziuCPt8jzk+WjOw3pMRERERDROM6YEkfX00EMP9ft6eXm57EqQzul04rbbbpP/MvnJT34i/xEREdGhWxOqwV1FRVgx+0IsL1xwINiTXZJxesgCz+fxQk09InEDTpuGBfNKDvv0kIPajzjOC+7uzpRas/893LXzMawI1WB5TjIzm4iIiIgmecYUERERjT2pKXPVnftQ2bQWRm4ZkDcrY1BK2Nsax+ubfHAl5uEI7yL5KH4Wzx9OB70fcbx5s+Txi/OQ57Ozskd9FSIiIiI6/BiYIiIiokOWqcD4QBr9EXRGEyjwOKCqinwUP4vnD6dD3c/Bng8RERERfTgMTBEREdFhKTAuHgfMMvLXY6rVgAp9P3R/NbJj+9HcGYXHoWNKdrKek5iWv7NtZ5/p+YPpvZ7Yntiu2L7Yj9if2K/YvziOw3I+RERERDR5akwRERHR2JIqMC4COHv8e+RzqQLjc/Pm9lxYBIP+fjnKogHcaMTR2hlD0O/EzTnfxzknHY+KQq9cbE3DGtz13l1YsWAFlpcku+gORe/1xPa+tLwMT7/5Li5ruBFeJYI8jx2+l23JQueiplSv6YYHdT5EREREdFgwMEVERESHXGB85fEre2QUaaqWucC4KCweDQC6A768XDhdQRixCH76qQqUzZ7eI2Opqn03/rT+b8jT5uHIopxBj2N7U4dcvsq/W66/ZMoSeRwXLp6OJbkdyH/GgmbPgcvlPXAcXYXOD/l8iIiIiOiwYGCKiIiIDolDc2BZybKDW0l067O74RL/X0nAm+fufknUc1pT9z46Q9l4u3MTrvr7o1ix5AwZYOrPY2/X4q51L2C/fRM0JVuuL7aTyrYqE9t36IDTK/crJaKH73yIiA6SmHJc1V6FitwKKIqC8Wa8Hz8RjT2sMUVEREQjR2QqxUJ9MpZEltIDm/6O9lAUmumBTQMC+ir8efVuVO0PymV2NQexqa5DPgriefG6WE4sL9YT64vt9KkL1c9+iYhGmph6/Is1v5CP49F4P34iGnuYMUVERETDT2RKidpOchpdV8aS+Fk8n6rvFKiR9Z1MfT/kPXhbCzo6a9DQMQ8vbNuA5zeYyFVjaDfrcOZCFQuK56AjsQfwtgBIrmcaltxOd12oQfZLRDSSUlOWq/3VPaYejxfj/fiJaGxiYIqIiIiGnyg0LgqOp2csieBQVwFyUd/psnnfwG2vbRfzRJDttMEfMeHUp2JT6zu4d9sfkKuehTneuagPbsW9257D1+xXIlufhkjoHGQ7VfgjcUBRcNm8Iw/UhRpkv0REI0lMNd7auhWlnlL5mD71eDwY78dPRGMTA1NEREQ0MgYIBon6TudNnQPnUTY8sWEfQp0JZNvdOPvEmXhx/y2IKY2Iu94G1CPlY8xqxLrmF/GlZVfj2bf8SHSGUGDPwnkLS3HW1FmA5hjSfomIRjrbSGSG+pw+BAPBcZV1NN6Pn4jGLgamiIiIaPT564G/X46zogF8XDMRt5vQXNl4z/dt1NdUQUc+AtYetJpvy0fxc324CjN8m3GH63YY8MOmqXBsUYFdWcksKQakiGgMkVOW/bUysLPHv0c+J37unno8xo334yeisYuBKSIiIhp9YqqdqAOlO+BwuuBIhGEkOlFZ/Rx0DZiVlY09/n1oxdtQrSjKswsQ0wLy9SVmJzSPJzlFL7UdFjknojFGTFleefzKHs0ZRKZR99TjMW68Hz8RjV0MTBEREdHYaS8ugkt2t/y/241O1IbqYRoxRDo/QK5qQVO9yFPaEOlsB7KK5es7FANz09brLnL+YY6DiOgwE1OWl5Usw3g13o+fiMYuBqaIiIho2Im24ne9dxdWLFgxcKHcVKZTIoxZloaVcy9J3p3/902IaTbshRfTrCzYY3Fg/teSd+v3/abHeoflOIiIiIhoRDAwRURERKPfXlxkPDmyuqbhJTOeHI5sLCtelgw2mTaYdh9a9XzkJYJQ421A0XFd62X3WE9uRzx/KMdBRERERCOKgSkiIiIa/fbiolC5KFienvEkgkvi+dZdyZ/FayL4lL7MQOsdynEQERER0YhiYIqIiIjGRnvx/rrodWdTBYFYMBmcSs+KGkL3PbY5JyIiIhqbGJgiIiKisd1ePJUVFQ8BHZ1AjgewuYcUkDqsx0FEREREhx0DU0RERDT224uLIJRpAlYr4MsDVHV0joOI6DAZT11Cx9OxEtH4w8AUERERTfj24mPlOIiIxmOX0PF0rEQ0/hzc7UYiIiIiIiL6UHp3CU3P5hxrxtOxEtH4xMAUERERERHRCMrUJXSsGk/HSkTjEwNTREREREREI6R3l1DxOFYzkcbTsRLR+MXAFBEREY16Ud2dbTvl41jcHhHR4dS7S6h4THUJHWvG07ES0fjF4udEREQ0oYrqskgvEY1l46lL6Hg6ViIavxiYIiIiojFTVHfJlCXyS89Y2R4R0WTuEjqejpWIxi9O5SMiIqIJU1SXRXqJaCIZianJnP5MRKONgSkiIiKaEEV1WaSXiCYaMTX5F2t+IR/H8z6IiAbCwBQRERFNiKK6LNJLRBNJ76nJwxFkH4l9EBENhjWmiIiIaEIU1WWRXiKaSDJNTT7cDR1GYh9ERINhYIqIiIgmRFFdFukloomi99TkYCA45IYOolZUXaAOPp9v2PZBRHQ4cSofERERjUmDFeRlwV4imqg+zNTktY1r8cCWB+TjcO2DiOhwYsYUERERjUmiEO9d792FFQtWZJxaMtjrRETj1aFOTRbLP7nzSTR0NsjHpcVL+81+4vRnIhorGJgiIiKiMad3QV4xtUSBMuDrnHpCRBPFoU5NFjWitrVtwwznDPk4UM0oTn8morGCU/mIiIhozMlUkDdVN0U8ZnqdiGgyS68ZlWXPko/stEdE4wEDU0RERDSm9C7Im/pytbphtaybsrp+dcbX+eWLiCaz9JpRjaFG1owionGDU/mIiIhoTOldkFeo8dfgoc0Pwd/px1+3/BVt0bYer6e+fM3NmzvKR09ENDpSNaMSRgLxQBy2LBt0TWfNKCIa8xiYIiIiojElU0FeUStFZEWVO8uxp3MPzp19Lo70Hdn9Ogv2EtFkl6oZZZomWltbkZeXB1XlBBkiGvsYmCIiIqIxpXdBXhGgemrXU/L/i7opVtiSgapLj7qUBc+JiIiIxjmG0ImIiGhMY90UIiIioomLGVNEREQ0prFuChEREdHExcAUERERjWmsm0JEREQ0cfFTHRERERERERERjQoGpoiIiIiIiIiIaFQwMEVERERERERERKOCgSkiIiIiIiIiIhoVDEwREREREREREdGoYGCKiIiIiIiIiIhGBQNTREREREREREQ0KhiYIiIiIiIiIiKiUTFuAlOtra24+OKLkZ2djdzcXFx++eUIBoMDrhOJRHDVVVchPz8fXq8XF1xwARobGzMu29LSgmnTpkFRFLS3tw/TWRARERERERER0bgLTImg1AcffICXXnoJTz/9NP7973/jyiuvHHCd73znO3jqqafw6KOP4l//+hf27duH888/P+OyItB17LHHDtPRExERERERERHRuAxMbdmyBc8//zz+9Kc/YdmyZTj55JNx66234uGHH5bBpkw6Ojpw991347e//S0+/vGPY9GiRbj33nvx1ltvYfXq1T2WveOOO2SW1H/913+N0BkREREREREREZGOcWDVqlVy+t7ixYu7nzv99NOhqirWrFmD8847r88677zzDuLxuFwuZe7cuZgxY4bc3vLly+Vzmzdvxs9+9jO5nV27dg3peKLRqPyX4vf75aNpmvLf4Sa2aVnWsGx7LJps5yvwnCeH4T7nsXQtOU4OP57z5MBzHp7tjxUcK4cfz3lymGznPBLnO1muJY0N4yIw1dDQgKKioh7P6bqOvLw8+Vp/69jtdhnQSjdlypTudcQHgYsuugg33XSTDFgNNTD1y1/+Ej/96U/7PN/W1oZEIoHhGBQCgYAcfEQwbqKbbOcr8Jx5zoeD2PZYwXFy+PGcec4TFcdKjpWHE8+Z5zwRjcT5jqWxkia+UQ1MXXfddbjxxhsHncY3XK6//nrMmzcPl1xyyUGvd8011/S4uzV9+nT4fD5ZnH04Bh5RlF1sf7IMtJPpfAWeM8/5cBAB+7GC4+Tw4znznCcqjpUcKw8nnjPPeSIaifMdS2MlTXyj+l/bd7/7XVx22WUDLjNr1iwUFxejqampx/PiLpLo1Cdey0Q8H4vFZO2o9Kwp0ZUvtc6rr76K999/H4899pj8WUSchYKCAvzgBz/IeAdLcDgc8l9vYlAYroFBDDzDuf2xZrKdr8BznhyG85zH0nXkODkyeM6TA8/58BpL15Fj5cjgOU8Ok+2ch/t8J8t1pLFhVANThYWF8t9gTjjhBBlgEnWjRBHzVFBJRIpFMfRMxHI2mw2vvPIKLrjgAvnctm3bUFNTI7cn/P3vf0c4HO5eZ926dfjqV7+K119/HRUVFYfpLImIiIiIiIiIKJNxkZ8nptudeeaZuOKKK3DnnXfKoubf+ta38IUvfAGlpaVymbq6Opx22mm4//77sXTpUuTk5ODyyy+X6dGiFpVIh165cqUMSqUKn/cOPjU3N3fvr3dtKiIiIiIiIiIimoSBKeHBBx+UwSgRfBJphSIL6pZbbul+XQSrREZUKBTqfu7mm2/uXlYUOj/jjDNw++23j9IZEBERERERERHRuAxMiaynhx56qN/Xy8vLu2tEpTidTtx2223y31CccsopfbZBRERERERERETDgxXNiIiIiIiIiIhoVDAwRUREREREREREo4KBKSIiIiIiIiIiGhUMTBERERERERER0ahgYIqIiIiIiIiIiEYFA1NERERERERERDQqGJgiIiIiIiIiIqJRwcAUERERERERERGNCgamiIiIiIiIiIhoVDAwRUREREREREREo4KBKSIiIiIiIiIiGhUMTBERERERERER0ahgYIqIiIiIiIiIiEYFA1NERERERERERDQqGJgiIiIiIiIiIqJRwcAUERERERERERGNCn10djuxWJYlH/1+/7Bs3zRNBAIB6LoOVZ34scTJdr4Cz5nnfDikxqDUmDSWcJw8/HjOPOeJimMlx8rDiefMc56IRuJ8x/JYSRMPA1OHgRgUhOnTp4/2oRARyTEpJycHYwnHSSIaazhWEhGNz7GSJh7FYgj0sESs9+3bh6ysLCiKMizRavEBpba2FtnZ2ZjoJtv5CjxnnvPhIIZz8eGhtLR0zN0t5Dh5+PGcec4TFcdKjpWHE8+Z5zwRjcT5juWxkiYeZkwdBuIXddq0acO+HzHoTIaBdrKer8BznhyG85zH6h0tjpPDh+c8OfCcDy+OlfzvaTLgOU98w9bZMhsAAA16SURBVH2+Y3WspImHoU8iIiIiIiIiIhoVDEwREREREREREdGoYGBqHHA4HPjxj38sHyeDyXa+As95cpiM5zxSJuO15TlPDjxnOpwm47XlOU8Ok+2cJ9v50sTH4udERERERERERDQqmDFFRERERERERESjgoEpIiIiIiIiIiIaFQxMERERERERERHRqGBgioiIiIiIiIiIRgUDU2NAa2srLr74YmRnZyM3NxeXX345gsHggOtEIhFcddVVyM/Ph9frxQUXXIDGxsaMy7a0tGDatGlQFAXt7e2YqOf83nvv4aKLLsL06dPhcrkwb948/P73v8doue2221BeXg6n04lly5Zh7dq1Ay7/6KOPYu7cuXL5Y445Bs8++2yP10Wfgh/96EcoKSmR53f66adjx44dGEsO5znH43F8//vfl897PB6UlpbiS1/6Evbt24ex4nC/x+m+/vWvy9/Z3/3ud8Nw5OMTx0qOlRNhrJxs46TAsXLkcJzkODkRxkmBYyXHSppkRFc+Gl1nnnmmtWDBAmv16tXW66+/bs2ePdu66KKLBlzn61//ujV9+nTrlVdesd5++21r+fLl1oknnphx2XPPPdc666yzRPdFq62tzZqo53z33XdbV199tfXaa69ZVVVV1l/+8hfL5XJZt956qzXSHn74Yctut1v33HOP9cEHH1hXXHGFlZubazU2NmZc/s0337Q0TbN+/etfW5s3b7Z++MMfWjabzXr//fe7l/nVr35l5eTkWP/4xz+s9957z/rMZz5jzZw50wqHw9ZYcLjPub293Tr99NOtRx55xNq6dau1atUqa+nSpdaiRYussWA43uOUxx9/XP5+lJaWWjfffPMInM34wLGSY+V4Hysn2zgpcKwcWRwnOU6O93FS4FjJsZImHwamRpkYSMQf93Xr1nU/99xzz1mKolh1dXUZ1xGDqxh4Hn300e7ntmzZIrcjBtp0t99+u/Wxj31M/uEdKx8ihvuc033zm9+0Tj31VGukiT92V111VffPhmHIPwa//OUvMy7/uc99zvrUpz7V47lly5ZZK1askP/fNE2ruLjYuummm3pcE4fDYf31r3+1xoLDfc6ZrF27Vr7ne/bssSbq+e7du9eaOnWqtWnTJqusrIwfILpwrEziWDm+x8rJNk4KHCtHDsfJJI6T43ucFDhWcqykyYdT+UbZqlWrZNrx4sWLu58T6bSqqmLNmjUZ13nnnXdkSqpYLkWkcc6YMUNuL2Xz5s342c9+hvvvv19ubzKcc28dHR3Iy8vDSIrFYvJ4049VnJv4ub9jFc+nLy+cccYZ3cvv3r0bDQ0NPZbJycmRab4Dnf94Puf+3k+Rhiz++5mI52uaJi699FJce+21mD9//jCewfjDsTKJY+X4HSsn2zgpcKwcWRwnkzhOjt9xUuBYmcSxkiabsfOXZZISfxiKiop6PKfruvzDJ17rbx273d5nIJ0yZUr3OtFoVM6Nv+mmm+Qf2slwzr299dZbeOSRR3DllVdiJDU3N8MwDHlsQz1W8fxAy6ceD2ab4/2cM9WDEPUBxH/Xoo7ERDzfG2+8Uf4uXH311cN05OMXx8okjpXjd6ycbOOkwLFyZHGcTOI4OX7HSYFj5QEcK2kyYWBqmFx33XUyCj/Qv61btw7b/q+//npZqPGSSy7BZDnndJs2bcK5556LH//4x/jkJz85Ivuk4SPubH7uc5+TxTrvuOMOTETiTpkorHrffffJ35XJYrTHDY6VHCsniskwTk7WsXK0xwyOkxwnJxKOlURjkz7aBzBRffe738Vll1024DKzZs1CcXExmpqaejyfSCRkhxHxWibieZHyKbqhpN/tEd1EUuu8+uqreP/99/HYY4/Jn8XgKxQUFOAHP/gBfvrTn2KinXN6uvlpp50m72r98Ic/xEgT11jTtD4dbTIda4p4fqDlU4/iOdFBJX2ZhQsXYrQNxzn3/gCxZ88e+d/1WLizNRzn+/rrr8vfi/S70eLumfi9Eh1UqqurMRGN9rjBsZJj5UiZbOOkwLFyYowZHCc5To4kjpUHcKykSWW0i1xNdqmijaIjSMoLL7wwpKKNjz32WPdzosNEetHGnTt3yq4MqX+iw4N4/a233uq3u8N4P2dBFPYrKiqyrr32Wmu0Cxh+61vf6lHAUBQeHKiA4TnnnNPjuRNOOKFPocrf/OY33a93dHSMuUKVh/OchVgsZn32s5+15s+fbzU1NVljyeE+3+bm5h6/s+KfKHr5/e9/X/63PtlxrEziWDm+x8rJNk4KHCtHDsfJJI6T43ucFDhWcqykyYeBqTHS5va4446z1qxZY73xxhvWEUcc0aPNreimMGfOHPl6epvbGTNmWK+++qr8YywGIvGvP//85z/HTAeV4TpnMeAWFhZal1xyiVVfX9/9bzT++IiWr+IP/H333Sc/NF155ZWy5WtDQ4N8/dJLL7Wuu+66Hi1fdV2XHxJEZ5gf//jHGVv7im1UVlZaGzdulC2bx1pr38N5zuIDhGhfPG3aNGvDhg093tNoNGqNtuF4j3tj95SeOFZyrBzvY+VkGycFjpUji+Mkx8nxPk4KHCs5VtLkw8DUGNDS0iL/gHq9Xis7O9v6yle+YgUCge7Xd+/eLT8AiA8CKeIPh2hb6/P5LLfbbZ133nlycB0vHyKG45zFgCzW6f1PDMKj4dZbb5Ufeux2u7wLsnr16u7XRLvlL3/5yz2W/9vf/mYdeeSRcnlxN+eZZ57p8bq4w3XDDTdYU6ZMkX+4TjvtNGvbtm3WWHI4zzn130Cmf+n/XYymw/0e98YPED1xrORYORHGysk2TgocK0cOx0mOkxNhnBQ4VnKspMlFEf8z2tMJiYiIiIiIiIho8mFXPiIiIiIiIiIiGhUMTBERERERERER0ahgYIqIiIiIiIiIiEYFA1NERERERERERDQqGJgiIiIiIiIiIqJRwcAUERERERERERGNCgamiIiIiIiIiIhoVDAwRUREREREREREo4KBKaJhtm3bNhQXFyMQCIz4vp9//nksXLgQpmmO+L6JiA4Gx0oiosFxrCSiiYiBKaJBGIaBE088Eeeff36P5zs6OjB9+nT84Ac/GHD966+/HitXrkRWVhZG2plnngmbzYYHH3xwxPdNRJMLx0oiosFxrCQi6kuxLMvK8DwRpdm+fbu8Q/THP/4RF198sXzuS1/6Et577z2sW7cOdrs943o1NTWYPXs2du/ejalTp2I03HbbbbjvvvvkcRIRDSeOlUREg+NYSUTUEzOmiIbgyCOPxK9+9St5h6q+vh6VlZV4+OGHcf/99/f74UH429/+hgULFvT48CD+mOfm5uLpp5/GnDlz4Ha7ceGFFyIUCuHPf/4zysvL4fP5cPXVV8u7aini+f/5n/+RH1y8Xi/Kysrw5JNPYv/+/Tj33HPlc8ceeyzefvvtHsfw6U9/Wj5XVVU1TFeHiCiJYyUR0eA4VhIR9cTAFNEQiQ8P4sPApZdeiiuvvBI/+tGP5M8Def3117F48eI+z4sPC7fccov8ECLm67/22ms477zz8Oyzz8p/f/nLX3DXXXfhscce67HezTffjJNOOgnr16/Hpz71KXks4gPFJZdcgnfffRcVFRXy5/REyBkzZmDKlCnyWIiIhhvHSiKiwXGsJCJKI6byEdHQbNmyRfxlto455hgrHo8PuvyCBQusn/3sZz2eu/fee+U2du7c2f3cihUrLLfbbQUCge7nzjjjDPl8SllZmXXJJZd0/1xfXy+3c8MNN3Q/t2rVKvmceC3dcccdZ/3kJz85hDMmIjp4HCuJiAbHsZKIKIkZU0QH4Z577pEp0mJu/969ewddPhwOw+l09nlebEPchUoRd55ESrVIm05/rqmpqcd6IqU6/XXhmGOO6fNc7/VcLpe8m0ZENBI4VhIRDY5jJRFREgNTREP01ltvyZRnMYd/6dKluPzyy3ukNmdSUFCAtra2Ps+LjibpFEXJ+Fzvdrzpy4jX+3uu93qtra0oLCwcwlkSEX04HCuJiAbHsZKI6AAGpoiGQNwVuuyyy/CNb3wDp556Ku6++26sXbsWd95554DrHXfccdi8eTNGUyQSkQUqxbEQEQ0njpVERIPjWElE1BMDU0RDcP3118u7WKKDiiDSo3/zm9/ge9/7Hqqrq/td74wzzsCqVat6dEEZaatXr4bD4cAJJ5wwasdARJMDx0oiosFxrCQi6omBKaJB/Otf/8Jtt92Ge++9V87hT1mxYgVOPPHEAVOvzzrrLOi6jpdffhmj5a9//SsuvvjiHsdORHS4cawkIhocx0oior4UUQE9w/NEdJiIDx9PPvkkXnjhhRHfd3NzM+bMmYO3334bM2fOHPH9ExENFcdKIqLBcawkoolIH+0DIJroxB2w9vZ2BAIBZGVljei+RTr47bffzg8PRDTmcawkIhocx0oimoiYMUVERERERERERKOCNaaIiIiIiIiIiGhUMDBFRERERERERESjgoEpIiIiIiIiIiIaFQxMERERERERERHRqGBgioiIiIiIiIiIRgUDU0RERERERERENCoYmCIiIiIiIiIiolHBwBQREREREREREY0KBqaIiIiIiIiIiAij4f8Dp5SOmXwDAvgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spot = analysis.SpotDiagram(lens)\n",
    "spot.view()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "fields = lens.fields.get_field_coords()\n",
    "wavelengths = lens.wavelengths.get_wavelengths()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Geometric Spot Radius:\n",
      "\tField (0.0, 0.0), Wavelength 0.480 µm, Radius: 0.00597 mm\n",
      "\tField (0.0, 0.0), Wavelength 0.550 µm, Radius: 0.00629 mm\n",
      "\tField (0.0, 0.0), Wavelength 0.650 µm, Radius: 0.00932 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.480 µm, Radius: 0.03718 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.550 µm, Radius: 0.03865 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.650 µm, Radius: 0.04562 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.480 µm, Radius: 0.01952 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.550 µm, Radius: 0.02343 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.650 µm, Radius: 0.03747 mm\n"
     ]
    }
   ],
   "source": [
    "print(\"Geometric Spot Radius:\")\n",
    "\n",
    "geo_spot_radius = spot.geometric_spot_radius()\n",
    "for i, field in enumerate(fields):\n",
    "    for j, wavelength in enumerate(wavelengths):\n",
    "        print(\n",
    "            f\"\\tField {field}, Wavelength {wavelength:.3f} µm, \"\n",
    "            f\"Radius: {geo_spot_radius[i][j]:.5f} mm\",\n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RMS Spot Radius:\n",
      "\tField (0.0, 0.0), Wavelength 0.480 µm, Radius: 0.00379 mm\n",
      "\tField (0.0, 0.0), Wavelength 0.550 µm, Radius: 0.00429 mm\n",
      "\tField (0.0, 0.0), Wavelength 0.650 µm, Radius: 0.00620 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.480 µm, Radius: 0.01569 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.550 µm, Radius: 0.01679 mm\n",
      "\tField (0.0, 0.7), Wavelength 0.650 µm, Radius: 0.01911 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.480 µm, Radius: 0.01323 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.550 µm, Radius: 0.01208 mm\n",
      "\tField (0.0, 1.0), Wavelength 0.650 µm, Radius: 0.01360 mm\n"
     ]
    }
   ],
   "source": [
    "print(\"RMS Spot Radius:\")\n",
    "\n",
    "rms_spot_radius = spot.rms_spot_radius()\n",
    "for i, field in enumerate(fields):\n",
    "    for j, wavelength in enumerate(wavelengths):\n",
    "        print(\n",
    "            f\"\\tField {field}, Wavelength {wavelength:.3f} µm, \"\n",
    "            f\"Radius: {rms_spot_radius[i][j]:.5f} mm\",\n",
    "        )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ray fans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x999 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fan = analysis.RayFan(lens)\n",
    "fan.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Y-Ybar plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yybar = analysis.YYbar(lens)\n",
    "yybar.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Distortion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "distortion = analysis.Distortion(lens)\n",
    "distortion.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grid distortion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = analysis.GridDistortion(lens)\n",
    "grid.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Field Curvature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x550 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "field_curv = analysis.FieldCurvature(lens)\n",
    "field_curv.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RMS Spot Size vs. Field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rms_spot_vs_field = analysis.RmsSpotSizeVsField(lens)\n",
    "rms_spot_vs_field.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RMS Wavefront Error vs. Field"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rms_wavefront_error_vs_field = analysis.RmsWavefrontErrorVsField(lens)\n",
    "rms_wavefront_error_vs_field.view()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pupil Aberration\n",
    "\n",
    "- The pupil abberration is defined as the difference between the paraxial and real ray intersection point at the stop surface of the optic. This is specified as a percentage of the on-axis paraxial stop radius at the primary wavelength."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x999 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pupil_ab = analysis.PupilAberration(lens)\n",
    "pupil_ab.view()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
